Pattern T5
type: T-Pattern
type: NamedIndividual
comment: [{data -> ML -> sym/sym} -> KR -> sym]
alternative label: FvH-7

OCR Conversion Error Rules Prediction
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

has related match
type: SymmetricProperty
type: ObjectProperty
sub property of: has related
sub property of: is in mapping relation with
definition: skos:relatedMatch is used to state an associative mapping link between two conceptual resources in different concept schemes.

LAD
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Knowledge Graph

NELL
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Knowledge Graph

Hierarchical Relations
type: Symbol Usage
type: NamedIndividual

Pattern Y1
type: Y-Pattern
type: NamedIndividual
comment: [{ sym>ML>data / data>ML>data } -> ML -> sym]
alternative label: OB-2

Digital Humantities
type: Application Domain
type: NamedIndividual
broader: Culture & Education

DAO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Drug Abuse Ontology]
Resource Formalism: OWL
resource size: 1K-10K
resource type: Ontology

Spain
type: Country
type: NamedIndividual

package-slip Knowledge Graph
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: SKOS
resource size: 100K-500K
resource type: Dataset

TCE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Pattern I5
type: I-Pattern
type: NamedIndividual
comment: [data -> ML -> sym -> ML -> data]
alternative label: FvH-9

Pattern F3
type: Fusion Pattern
type: NamedIndividual
comment: [data/(sym) -> ML -> data / sym]
alternative label: OB-1

Plagiarism Detection
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

INFUSE ontology
type: Semantic Web Resource
type: NamedIndividual
resource size: Less than 500
resource type: Ontology

has broader
type: ObjectProperty
comment: Broader concepts are typically rendered as parents in a concept hierarchy (tree).
sub property of: has broader transitive
definition: Relates a concept to a concept that is more general in meaning.
scope note: By convention, skos:broader is only used to assert an immediate (i.e. direct) hierarchical link between two conceptual resources.

YAGO15K
type: Semantic Web Resource
type: NamedIndividual
broader: YAGO
Resource Formalism: RDF-S
resource size: 100K-500K
resource type: Linked Dataset

Object Detection
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

Chemistry
type: Application Domain
type: NamedIndividual
broader: Natural Sciences

Geographical Domain
type: Application Domain
type: NamedIndividual
broader: Geography & Economics

ACE 2005
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Dataset

Missing Info
type: Task
type: NamedIndividual

LMINWS
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: Less than 500
resource type: Ontology

notation
type: DatatypeProperty
definition: A notation, also known as classification code, is a string of characters such as "T58.5" or "303.4833" used to uniquely identify a concept within the scope of a given concept scheme.
scope note: By convention, skos:notation is used with a typed literal in the object position of the triple.

Ontology Mapping
type: Resource Type
type: NamedIndividual

Other Patterns
type: Class
comment: Other Patterns that do not fit in any other category
subclass of: Pattern

Concept Scheme
type: Class
definition: A set of concepts, optionally including statements about semantic relationships between those concepts.
example: Thesauri, classification schemes, subject heading lists, taxonomies, 'folksonomies', and other types of controlled vocabulary are all examples of concept schemes. Concept schemes are also embedded in glossaries and terminologies.
scope note: A concept scheme may be defined to include concepts from different sources.

Deep Neural Networks
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Drug Combination
type: Task
type: NamedIndividual
broader: Other Tasks

NELL-995
type: Semantic Web Resource
type: NamedIndividual
broader: NELL
resource size: 100K-500K
resource type: Knowledge Graph

FB15k-237
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: More than 1M
resource type: Knowledge Graph

SemEval-2016 Task 6
type: Semantic Web Resource
type: NamedIndividual
broader: SemEval dataset
resource size: 1K-10K
resource type: Knowledge Graph

FIGER
type: Semantic Web Resource
type: NamedIndividual
resource size: Less than 500

UMLS
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Unified Medical Language System]
Resource Formalism: Others Formalisms
resource size: More than 1M
resource type: Ontology

has member
type: ObjectProperty
domain: Collection
range: Class
  union of: Collection
  union of: Concept
definition: Relates a collection to one of its members.

Pattern T22
type: T-Pattern
type: NamedIndividual
comment: [{sym->ML->data/data} -> ML -> data -> ML -> sym]
alternative label: OB-15

Pattern O4
type: Other Patterns
type: NamedIndividual
comment: [{{data(1)/sym -> ML -> sym}/{data(1) -> ML -> data} -> ML -> data} / {data -> ML -> data} -> ML -> data]
alternative label: OB-33

Baidu SKE
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Knowledge Graph

Word analogy
type: Task
type: NamedIndividual
broader: NLP - Information Retrieval

Freebase
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

Vector Symbolic Architectures
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

GIMI Mammography
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Ontology

Stock Market Prediction
type: Task
type: NamedIndividual
broader: Other Tasks

Graph Tasks
type: Task
type: NamedIndividual

Pattern A2
type: Atomic Pattern
type: NamedIndividual
comment: [data-> ML -> sym]
alternative label: FvH-5

Saudi Arabia
type: Country
type: NamedIndividual

OWL2-EL
type: Symbol Formalism
type: NamedIndividual

Data Variable
type: Class
comment: A Data variable is a workflow template artifact that represents a variable in the workflow specification. Example: @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> . @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/DataVariable/AQUAFLOW_NTM_SUM_CORRDO> a opmw:WorkflowTemplateArtifact , opmw:DataVariable ; rdfs:label "Data variable Sum_CorrDO" ; opmw:hasDimensionality "0"^^xsd:int ; opmw:isGeneratedBy <http://www.opmw.org/export/resource/WorkflowTemplateProcess/AQUAFLOW_NTM_CREATEPLOTS> ; opmw:template <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_NTM> .
subclass of: Workflow Template Artifact

JOIE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Policy Network
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Plain Encoder-based Networks
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

BERT
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

YAGO
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Knowledge Base

Word similarity
type: Task
type: NamedIndividual
broader: NLP - Information Retrieval

Hierarchical Clustering
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Semi-supervised
type: Training Type
type: NamedIndividual

WN11
type: Semantic Web Resource
type: NamedIndividual
broader: WordNet
resource size: 100K-500K
resource type: Thesaurus

has variable SW 4
type: ObjectProperty
domain: System
range: Symbol
sub property of: has symbol I/O

WN-500K
type: Semantic Web Resource
type: NamedIndividual
broader: WordNet
resource size: 10K-100K
resource type: Thesaurus

Self-supervised
type: Training Type
type: NamedIndividual

evaluation data
type: DatatypeProperty
comment: Presence of documentation on used data sets: yes, no
domain: Documentation
range: string

Pattern X5
type: X-Pattern
type: NamedIndividual
comment: [data/sym -> KR -> sym]
alternative label: X-5

has model
type: ObjectProperty
comment: A SWeML system can have one or more models
domain: System
range: Model

Countries
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: JSON
resource size: 10K-100K
resource type: Knowledge Graph

NLP - Information Extraction
type: Task
type: NamedIndividual
broader: NLP Tasks

Affinity Propagation
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Taxonomy Creation
type: Task
type: NamedIndividual
broader: Graph - Creation

Emotion Recognition
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

Transformer
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

has system component
type: ObjectProperty
comment: SWeMLs can have one or more system components
domain: System
range: System Component

component output
type: ObjectProperty
domain: System Component
range: Instance
sub property of: has output var

Probably Low Maturity
type: System Maturity
type: NamedIndividual
comment: probably low

uses
type: ObjectProperty
comment: Property that binds a workflow template process to the workflow template artifact that generates it. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/WorkflowTemplateProcess/AQUAFLOW_EDM_REAERATIONEDM> a opmw:WorkflowTemplateProcess; opmw:uses <http://www.opmw.org/export/resource/DataVariable/PARAMETERSFILE>.
domain: Workflow Template Process
range: Workflow Template Artifact
sub property of: has input var

editorial note
type: AnnotationProperty
sub property of: note
definition: A note for an editor, translator or maintainer of the vocabulary.

Entity Summarization
type: Task
type: NamedIndividual
broader: Graph - Other

KSR [Knowledge Semantic Representation]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Entity Classification [Node Classification]
type: Task
type: NamedIndividual
broader: Graph - Other

UAE
type: Country
type: NamedIndividual

GAN [Generative adversarial network]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Movies
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Linked Dataset

has variable data 6
type: ObjectProperty
domain: System
range: Data
sub property of: has data I/O

UK
type: Country
type: NamedIndividual

Classic Regression
type: Task
type: NamedIndividual
broader: Other Tasks

Workflow Execution Account
type: Class
comment: A workflow execution account represents the execution from the perspective of the system. Example: @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> . @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionAccount/ACCOUNT1335533097598> a opmo:Account , opmw:WorkflowExecutionAccount> ; rdfs:label "Execution account created on 1335533097598" ; opmw:executedInWorkflowSystem <http://www.opmw.org/export/resource/Agent/SHELL> ; opmw:hasEndTime "2012-04-25T07:17:48-07:00"^^xsd:dateTime ; opmw:hasExecutionDiagram "http://wind.isi.edu/marbles/assets/components/workflow_portal/users/1/Water/runs/run_144.png"^^xsd:anyURI ; opmw:hasStartTime "2012-04-25T07:17:05-07:00"^^xsd:dateTime ; opmw:hasStatus "SUCCESS" ;
subclass of: Bundle
subclass of: Account

Ontology Extension
type: Task
type: NamedIndividual
broader: Graph - Extension

venue
type: DatatypeProperty
comment: The venue where the paper is published
domain: Paper
range: string

Wiki-One
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

DRE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

BGS
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Brit. Geological Survey]
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

Swivel
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

SemEval-2018 Task 9
type: Semantic Web Resource
type: NamedIndividual
broader: SemEval dataset
resource size: More than 1M
resource type: Knowledge Graph

Topic Modeling
type: Task
type: NamedIndividual
broader: NLP - Other Text Tasks

Query Expansion
type: Task
type: NamedIndividual
broader: Other Tasks

OWLS-TC v2.1
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Dataset

has input var
type: ObjectProperty
domain: Step
label: hasInputVar
range: Variable
definition: p-plan:hasInputVar binds a p-plan:Step to the p-plan:Variable that takes as input for the planned execution

RKGE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Recommender System
type: Task
type: NamedIndividual
broader: Other Tasks

Gene Expression Classification
type: Task
type: NamedIndividual
broader: Graph - Other

GovWILD
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

Pattern T16
type: T-Pattern
type: NamedIndividual
comment: [{sym / data} -> ML -> data -> ML -> data]
alternative label: OB-29

Electra
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Asymmetrical Embedding Model
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

OdeNet
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: XML
resource size: 100K-500K
resource type: Thesaurus

Egypt
type: Country
type: NamedIndividual

Netherlands
type: Country
type: NamedIndividual

Query Generation
type: Task
type: NamedIndividual
broader: Other Tasks

Food
type: Application Domain
type: NamedIndividual
broader: Other Domains

DBPedia500k
type: Semantic Web Resource
type: NamedIndividual
broader: DBpedia
resource size: 500K-1M
resource type: Linked Dataset

KR Component
type: Class
comment: A Knowledge Representation component
subclass of: System Component

Bicycle Plan
type: Semantic Web Resource
type: NamedIndividual
resource size: 500 -1K
resource type: Knowledge Graph

ELMo
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

ICEWS 14
type: Semantic Web Resource
type: NamedIndividual
resource size: 10K-100K
resource type: Knowledge Graph

Disaster Management
type: Application Domain
type: NamedIndividual
broader: Admin & Politics

Question Answering
type: Task
type: NamedIndividual
broader: NLP - QA & conversational

SVD [Singular Value Decomposition]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

ILP [Inductive Logic Programming]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

M5Rules
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

has top concept
type: ObjectProperty
domain: Concept Scheme
range: Concept
inverse of: is top concept in scheme
definition: Relates, by convention, a concept scheme to a concept which is topmost in the broader/narrower concept hierarchies for that scheme, providing an entry point to these hierarchies.

has statistical model
type: ObjectProperty
comment: A SWeML system linking to at least one statistical model
domain: System
range: Statistical Model
sub property of: has model

System
type: Class
comment: SWeML System
subclass of: Plan

SciGraph
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

DQN
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

OntoBiotope
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OBO
resource size: 1K-10K
resource type: Taxonomy

Tunisia
type: Country
type: NamedIndividual

Graph pattern mining
type: Task
type: NamedIndividual
broader: Graph - Other

Education
type: Application Domain
type: NamedIndividual
broader: Culture & Education

Malicious code/repository detection
type: Task
type: NamedIndividual
broader: Graph - Other

Translational Distance Models
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

News
type: Application Domain
type: NamedIndividual
broader: News & Social Media

Pattern Matching
type: Processing Engine
type: NamedIndividual

CVDO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Cardiovascular Disease Ontology]
Resource Formalism: OWL2
resource size: 500 -1K
resource type: Ontology

Security
type: Application Domain
type: NamedIndividual
broader: Other Domains

has variable data 1
type: ObjectProperty
domain: System
range: Data
sub property of: has data I/O

Image / Video Classification
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

DBPedia50K
type: Semantic Web Resource
type: NamedIndividual
broader: DBpedia
Resource Formalism: RDF-S
resource size: 10K-100K
resource type: Linked Dataset

Geolocation
type: Task
type: NamedIndividual
broader: Other Tasks

DeepWalk
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Other Domains
type: Application Domain
type: NamedIndividual

Japan
type: Country
type: NamedIndividual

Pattern T7
type: T-Pattern
type: NamedIndividual
comment: [{{sym/data -> ML -> data}/sym -> ML -> sym}/sym -> KR -> data]
alternative label: OB-44

Hong Kong
type: Country
type: NamedIndividual

has narrower transitive
type: TransitiveProperty
type: ObjectProperty
sub property of: is in semantic relation with
definition: skos:narrowerTransitive is a transitive superproperty of skos:narrower.
scope note: By convention, skos:narrowerTransitive is not used to make assertions. Rather, the properties can be used to draw inferences about the transitive closure of the hierarchical relation, which is useful e.g. when implementing a simple query expansion algorithm in a search application.

Pattern Y3
type: Y-Pattern
type: NamedIndividual
comment: [{ sym>ML>data / data>ML>sym } -> ML -> sym]
alternative label: OB-4

Attentive BiGRU
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Palestine
type: Country
type: NamedIndividual

Text Classification
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

Pattern I7
type: I-Pattern
type: NamedIndividual
comment: [sym -> ML -> sym -> ML -> data]
alternative label: OB-31

isPrecededBy
type: TransitiveProperty
type: ObjectProperty
comment: p-plan#
domain: Step
is defined by: Property that asserts which Step preceeds the current one.
range: Step

has output var
type: ObjectProperty
domain: Step
label: hasOutputVar
range: Variable
inverse of: isOutputVarOf
definition: p-plan:hasOutputVar binds a p-plan:Step to the p-plan:Variable that will be produced as output in the planned execution

Bundle
type: Class
subclass of: Bundle
subclass of: Entity
definition: A p-plan:Bundle is a specific type of prov:Bundle that contains the provenance assertions of the execution of a p-plan:Plan

Forbes
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Linked Dataset

Pattern T11
type: T-Pattern
type: NamedIndividual
comment: [sym / data -> ML -> sym / data -> KR -> data]
alternative label: OB-42

Poland
type: Country
type: NamedIndividual

PATO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Phenotype and Trait Ontology]
Resource Formalism: OWL
resource size: 1K-10K
resource type: Ontology

Ontology
type: Resource Type
type: NamedIndividual

WineCloud
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: Less than 500
resource type: Ontology

Data
type: Class
comment: Facts and statistics collected together and used as a basis for reasoning, discussion or calculation.
subclass of: Instance

Robotics
type: Application Domain
type: NamedIndividual
broader: Software & Tech

ODP
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Open Directory Project]
Resource Formalism: RDF
resource type: Thesaurus

New Zealand
type: Country
type: NamedIndividual

China
type: Country
type: NamedIndividual

has narrower match
type: ObjectProperty
sub property of: has narrower
sub property of: is in mapping relation with
definition: skos:narrowMatch is used to state a hierarchical mapping link between two conceptual resources in different concept schemes.

India
type: Country
type: NamedIndividual

WN18
type: Semantic Web Resource
type: NamedIndividual
broader: WordNet
resource size: 10K-100K
resource type: Thesaurus

note
type: AnnotationProperty
definition: A general note, for any purpose.
scope note: This property may be used directly, or as a super-property for more specific note types.

Microsoft Academic Graph
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

GO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Gene Ontology]
Resource Formalism: OWL
Resource Formalism: OBO
resource size: 10K-100K
resource type: Ontology

Document Clustering
type: Task
type: NamedIndividual
broader: NLP - Other Text Tasks

ANALOGY
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Paper
type: Class
comment: Paper in which the SWeML system is described

Graph - Other
type: Task
type: NamedIndividual
broader: Graph Tasks

Graph - Alignment
type: Task
type: NamedIndividual
broader: Graph Tasks

author country
type: DatatypeProperty
comment: Country to which authors describing the SWeML systems in their paper are affiliated to
domain: Paper
range: string

has ML step 1
type: ObjectProperty
domain: System
range: ML Component
sub property of: has ML step

KEGG
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: XML
resource size: More than 1M
resource type: Knowledge Graph

SENN
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Switzerland
type: Country
type: NamedIndividual

isOutputVarOf
type: FunctionalProperty
type: ObjectProperty
domain: Variable
range: Step
definition: p-plan:isOutputVarOf is intended to link an output variable of a step to the step.

Transportation and Logistics
type: Application Domain
type: NamedIndividual
broader: Production of Goods

USC
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Uniform System of Classification]
resource type: Taxonomy

Less than 500
type: Resource Size
type: NamedIndividual

t-SNE
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Ordered Collection
type: Class
subclass of: Collection
definition: An ordered collection of concepts, where both the grouping and the ordering are meaningful.
scope note: Ordered collections can be used where you would like a set of concepts to be displayed in a specific order, and optionally under a 'node label'.

Missing Info
type: Symbol Formalism
type: NamedIndividual

Pattern T2
type: T-Pattern
type: NamedIndividual
comment: [{sym/data} -> ML -> data -> ML -> sym]
alternative label: OB-14

is Generated By
type: ObjectProperty
comment: Property that binds a workflow template artifact to the workflow template process that generates it. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/DataVariable/AQUAFLOW_EDM_REAERATIONPARAMS> a opmw:DataVariable, opmw:WorkflowTemplateArtifact; opmw:isGeneratedBy <http://www.opmw.org/export/resource/WorkflowTemplateProcess/AQUAFLOW_EDM_REAERATIONEDM>.
domain: Workflow Template Artifact
range: Workflow Template Process
sub property of: isOutputVarOf

resource type
type: ObjectProperty
comment: Linking the semantic web resource with the resource type
domain: Semantic Web Resource
range: Resource Type

isSubPlanOfPlan
type: ObjectProperty
domain: Plan
range: Plan
sub property of: topObjectProperty
definition: A p-plan:Plan may be a subplan of another bigger p-plan:Plan. p-plan:isSubPlanOfPlan is used to state the link among the two different plans. Note that if p1 is a p-plan:subPlan of p2, p1will not necessarily be a step of p2. A multistep will represent p1 in p2, and link to p1 with the p-plan.hasStepDecomposition relationship.

Pattern I2
type: I-Pattern
type: NamedIndividual
comment: [sym -> ML -> data -> ML -> data]
alternative label: OB-5

LinkedMDB
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

Semantic Web Mining
type: Area
type: NamedIndividual

ICD
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Classification of Diseases (ICD9, ICD10)]
resource size: 10K-100K
resource type: Taxonomy

Italy and UK
type: Country
type: NamedIndividual

DB111K-174
type: Semantic Web Resource
type: NamedIndividual
broader: DBpedia
resource size: 500K-1M
resource type: Knowledge Graph

NLP Tasks
type: Task
type: NamedIndividual

NLP - Information Retrieval
type: Task
type: NamedIndividual
broader: NLP Tasks

On2Vec
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Simple Relations
type: Symbol Usage
type: NamedIndividual

has File Name
type: FunctionalProperty
type: DatatypeProperty
comment: Property used to link an execution artifact to its file name (independently of its URI). Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . <http://www.opmw.org/export/resource/WorkflowExecutionArtifact/DCF49186981194248009E24BAD6A6412> a opmv:Artifact, opmw:WorkflowExecutionArtifact. opmw:hasFileName "NTMParams_SMN_2010_03_14Z"^^xsd:string.
domain: Workflow Execution Artifact
range: string

TransX [TransE, TransD, TransH, TransR, ...]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Document similarity
type: Task
type: NamedIndividual
broader: NLP - Information Retrieval

Bayes [Bayes models, Bayesian network, Naive Bayes Classifier]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Issue-Commit Link Recovery
type: Task
type: NamedIndividual
broader: Graph - Extension

Medical Record Coding
type: Task
type: NamedIndividual
broader: Graph - Other

Doc2Vec
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Genetic Algorithms [Evolutionary Algorithms]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

System Component
type: Class
comment: One component of the system
subclass of: Step

The Netherlands
type: Country
type: NamedIndividual

ImageNet
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: Others Formalisms
resource size: 100K-500K
resource type: Thesaurus

AAUP
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 500 -1K
resource type: Linked Dataset

FB13
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: 100K-500K
resource type: Knowledge Graph

Miscommunication Detection
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

Pattern X7
type: X-Pattern
type: NamedIndividual
comment: [sym/sym -> KR -> data]
alternative label: X-7

Other Formalisms
type: Symbol Formalism
type: NamedIndividual

Louvain
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

News & Social Media
type: Application Domain
type: NamedIndividual

TSV
type: Symbol Formalism
type: NamedIndividual

CRF [Conditional Random Field]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

has Template Diagram
type: DatatypeProperty
comment: Property used to link a workflow template to its graphical representation. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_NTM> a opmw:WorkflowTemplate; opmw:hasTemplateDiagram "http://wind.isi.edu/marbles/assets/components/workflow_portal/users/1/Water/runs/run_148.png"xsd:anyURI.
domain: Workflow Template
range: anyURI

has close match
type: SymmetricProperty
type: ObjectProperty
sub property of: is in mapping relation with
definition: skos:closeMatch is used to link two concepts that are sufficiently similar that they can be used interchangeably in some information retrieval applications. In order to avoid the possibility of "compound errors" when combining mappings across more than two concept schemes, skos:closeMatch is not declared to be a transitive property.

Pattern O1
type: Other Patterns
type: NamedIndividual
comment: [{data -> ML -> data / data -> ML -> data / data/sym/sym -> KR -> data -> ML -> data } -> ML -> data]
alternative label: OB-43

LCA ontology
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: Less than 500
resource type: Ontology

corresponds to Template Process
type: ObjectProperty
comment: Property that binds a workflow execution process to its correspondant process template. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . <http://www.opmw.org/export/resource/WorkflowExecutionProcess/REAERATIONEDM133549210450086> a opmv:Process, opmw:WorkflowExecutionProcess; opmw:correspondsToTemplateProcess <http://www.opmw.org/export/resource/WorkflowTemplateProcess/AQUAFLOW_EDM_REAERATIONEDM>.
domain: Workflow Execution Process
range: Workflow Template Process
sub property of: topObjectProperty
sub property of: correspondsToStep

OWL
type: Symbol Formalism
type: NamedIndividual

GNBR
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

has variable data 8
type: ObjectProperty
domain: System
range: Data
sub property of: has data I/O

FB24K
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: 100K-500K
resource type: Knowledge Graph

Expert finding
type: Task
type: NamedIndividual
broader: NLP - Information Retrieval

NLP - Annotation
type: Task
type: NamedIndividual
broader: NLP Tasks

Morocco
type: Country
type: NamedIndividual

Graph - Extension
type: Task
type: NamedIndividual
broader: Graph Tasks

Stance Classification
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

Graph - Creation
type: Task
type: NamedIndividual
broader: Graph Tasks

Software & Tech
type: Application Domain
type: NamedIndividual

has authors country
type: ObjectProperty
comment: Linking a paper with the countries of author's affiliations
domain: Paper
range: Country

Complex Structures
type: Symbol Usage
type: NamedIndividual

GloVe
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Uberon
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 10K-100K
resource type: Ontology

Machine Learning
type: Area
type: NamedIndividual

has variable SW 1
type: ObjectProperty
domain: System
range: Symbol
sub property of: has symbol I/O

Wiktionary
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: XML
resource size: More than 1M
resource type: Thesaurus

Pattern T18
type: T-Pattern
type: NamedIndividual
comment: [data -> ML -> sym/ sym -> ML -> data]
alternative label: OB-37

Workflow Execution Process
type: Class
comment: A workflow execution process represents the execution of a step in workflow template. The execution process also describes the specific method used to acomplish the task described in the proces template. Example: @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> . @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionProcess/CONVERTTOSTANDARDFORMAT133553> a opmw:/WorkflowExecutionProcess , opmv:Process ; rdfs:label "Execution process ConvertToStandardFormat" ; opmo:account <http://www.opmw.org/export/resource/WorkflowExecutionAccount/ACCOUNT1335533097598> ; opmv:used <http://www.opmw.org/export/resource/WorkflowExecutionArtifact/6C7CF277338D9590EE18534D4D78924F> ; opmv:wasControlledBy <http://www.opmw.org/export/resource/Agent/ADMIN> ; opmw:hasWorkflowTemplateProcess <http://www.opmw.org/export/resource/WorkflowTemplateProcess/AQUAFLOW_EDM_CONVERTTOSTANDARDFORMAT> .
subclass of: Activity
subclass of: Process

NELL-1M
type: Semantic Web Resource
type: NamedIndividual
broader: NELL
resource size: 500K-1M
resource type: Knowledge Graph

G-RNN
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Reasoning
type: Area
type: NamedIndividual

has system I/O
type: ObjectProperty
comment: Describes in- and outputs to SWeML systems
domain: System
range: Instance

Similar app detection
type: Task
type: NamedIndividual
broader: Other Tasks

Pattern X2
type: X-Pattern
type: NamedIndividual
comment: [sym -> KR -> sym]
alternative label: X-2

JSON
type: Symbol Formalism
type: NamedIndividual

RNN-GRU
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

ConvE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

RuWordNet
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Thesaurus

Low Maturity
type: System Maturity
type: NamedIndividual
comment: low maturity level (scripts, prototype)

Slovenia
type: Country
type: NamedIndividual

NTN [Neural Tensor Network]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Portugal
type: Country
type: NamedIndividual

Pattern M2
type: M-Pattern
type: NamedIndividual
comment: [data -> ML -> data/sym]
alternative label: M-2

OWL2-QL
type: Symbol Formalism
type: NamedIndividual

Cultural Heritage
type: Application Domain
type: NamedIndividual
broader: Culture & Education

ComplEx
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

NELL-One
type: Semantic Web Resource
type: NamedIndividual
broader: NELL
resource size: 100K-500K
resource type: Dataset

ICEWS 05-15
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Knowledge Graph

Literature
type: Application Domain
type: NamedIndividual
broader: Culture & Education

Price Prediction
type: Task
type: NamedIndividual
broader: Other Tasks

Semantic Similarity [Synonym Discovery]
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

Ireland
type: Country
type: NamedIndividual

Order Embeddings
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

WordNet
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF-S
resource size: 100K-500K
resource type: Thesaurus

Semantic Model
type: Class
comment: Deductive Model
subclass of: Model

Factorization Machines
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

has variable data 3
type: ObjectProperty
domain: System
range: Data
sub property of: has data I/O

Bulgaria
type: Country
type: NamedIndividual

CL
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Cell Ontology]
Resource Formalism: OWL2
resource size: 10K-100K
resource type: Ontology

Processing Engine
type: Class
comment: Processing engine, that processes semantic web resources e.g. SPARQL query engine, reasoner

OWL/OWL2
type: Symbol Formalism
type: NamedIndividual

has documentation
type: ObjectProperty
comment: System has documentation providing details about e.g. training steps or split, used datasets and evaluation metrics
domain: System
range: Documentation

HyTE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

OWL-Lite
type: Symbol Formalism
type: NamedIndividual

Analogical reasoning
type: Task
type: NamedIndividual
broader: NLP - Information Retrieval

Pattern T9
type: T-Pattern
type: NamedIndividual
comment: [sym -> ML -> sym/data -> KR -> data]
alternative label: OB-34

Documentation
type: Class
comment: Documenation characteristics e.g. used dataset, training parameters, evaluation metrics

Concept
type: Class
disjoint with: Concept Scheme
definition: An idea or notion; a unit of thought.

has Size
type: FunctionalProperty
type: DatatypeProperty
comment: Property used to annotate a workflow execution artifact with the size in bytes of its file. Example @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . <http://www.opmw.org/export/resource/WorkflowExecutionArtifact/DCF49186981194248009E24BAD6A6412> a opmv:Artifact, opmw:WorkflowExecutionArtifact. opmw:hasLocation "68"^^xsd:int.
domain: Workflow Execution Artifact
range: int

Pattern T13
type: T-Pattern
type: NamedIndividual
comment: [sym/data -> KR -> data -> ML -> data]
alternative label: OB-45

SNOMED CT
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: Others Formalisms
resource size: 100K-500K
resource type: Ontology

Attention
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Energy Management
type: Application Domain
type: NamedIndividual
broader: Admin & Politics

ISCN
type: Semantic Web Resource
type: NamedIndividual
alternative label: [International System of Cytogenetic Nomenclature]
resource type: Knowledge Graph

Workflow Execution Artifact
type: Class
comment: A workflow execution artifact represents a resource used or generated in the execution of a workflow. Example: @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> . @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionArtifact/25F1016C12EBE301EE7AADBC0B085C45> a opmw:WorkflowExecutionArtifact , opmv:Artifact; rdfs:label "Execution artifact with id: 25f1016c12ebe301ee7aadbc0b085c45" ; opmo:account <http://www.opmw.org/export/resource/WorkflowExecutionAccount/ACCOUNT1335533097598> ; opmv:wasGeneratedBy <http://www.opmw.org/export/resource/WorkflowExecutionProcess/p1> ; opmw:hasLocation "http://wings.isi.edu/opmexport/resource/1/144/Formatted_SMN_2010_03_10Z"^^xsd:anyURI ; opmw:hasSize "8618"^^xsd:int ; opmw:hasWorkflowTemplateArtifact <http://www.opmw.org/export/resource/DataVariable/AQUAFLOW_EDM_FORMATTEDDATA>.
subclass of: Entity
subclass of: Artifact

alternative label
type: AnnotationProperty
comment: skos:prefLabel, skos:altLabel and skos:hiddenLabel are pairwise disjoint properties.
comment: The range of skos:altLabel is the class of RDF plain literals.
sub property of: label
definition: An alternative lexical label for a resource.
example: Acronyms, abbreviations, spelling variants, and irregular plural/singular forms may be included among the alternative labels for a concept. Mis-spelled terms are normally included as hidden labels (see skos:hiddenLabel).

has corresponding pattern
type: ObjectProperty
comment: A SWeML system has a corresponding pattern
domain: System
range: Pattern

Kosovo
type: Country
type: NamedIndividual

evaluation metrics
type: DatatypeProperty
comment: Presence of documentation on used metrics in evaluation: yes, no
domain: Documentation
range: string

Jamaica
type: Country
type: NamedIndividual

Explainable AI/ML
type: Area
type: NamedIndividual

k-nn [k-nearest neighbors]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

PharmGKB
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: TSV
resource size: 1K-10K
resource type: Knowledge Graph

Graph2Seq
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

T-Pattern
type: Class
comment: Advanded pattern type: a chain of Atomic and Fusion Patterns
subclass of: Pattern

is Concrete
type: FunctionalProperty
type: DatatypeProperty
comment: Property that specifies whether a component is abstract or not.
range: boolean

DO [Disease Ontology]
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
Resource Formalism: OBO
resource size: 1K-10K
resource type: Ontology

Biology/Biomedicine
type: Application Domain
type: NamedIndividual
broader: Natural Sciences

Romania
type: Country
type: NamedIndividual

France
type: Country
type: NamedIndividual

PTO
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Ontology

AM
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Amsterdam Museum]
Resource Formalism: RDF
resource size: 500 -1K
resource type: Linked Dataset

Scholarly Ontology
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 500 -1K
resource type: Ontology

has ML step 3
type: ObjectProperty
domain: System
range: ML Component
sub property of: has ML step

example
type: AnnotationProperty
sub property of: note
definition: An example of the use of a concept.

Image Segmentation
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

Brazil
type: Country
type: NamedIndividual

MIMIC-III
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Medical Information Mart for Intensive Care]
Resource Formalism: XML
resource size: More than 1M
resource type: Knowledge Graph

Workflow Template
type: Class
comment: A workflow template represents the design of the workflow. In such design, the different steps and inputs don't have to be bound to a specific tool or dataset. It is a generic view of the workflow, which is instantiated in each execution. Example: @prefix dc: <http://purl.org/dc/terms/> . @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_NTM> a opmw:WorkflowTemplate; rdfs:label "AquaFlow_NTM" ; dc.contributor <http://www.opmw.org/export/resource/Agent/WATER> ; dc:modified "2011-06-08T09:57:12-07:00"^^xsd:dateTime ; opmw:hasVersion "2"^^xsd:int .
subclass of: Plan
subclass of: Thing

MovieLens
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

infrastructure
type: DatatypeProperty
comment: Presence of documentation on used infrastructure: yes, no
domain: Documentation
range: string

DuIE2.0 dataset
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Knowledge Base

CIDOC
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Conceptual Reference Model]
resource size: 500 -1K
resource type: Ontology

Turkey
type: Country
type: NamedIndividual

Knowledge Graph
type: Resource Type
type: NamedIndividual

Patient Diagnosis Prediction
type: Task
type: NamedIndividual
broader: Task.Graph Prediction

AIFB
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: Less than 500
resource type: Ontology

Phenotype Extraction
type: Task
type: NamedIndividual
broader: Other Tasks

Pattern T4
type: T-Pattern
type: NamedIndividual
comment: [{sym -> ML -> data / data} -> ML -> data]
alternative label: OB-17

EnzymeKG
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Knowledge Graph

Belgium
type: Country
type: NamedIndividual

Pattern I4
type: I-Pattern
type: NamedIndividual
comment: [sym -> KR -> data -> ML -> sym]
alternative label: OB-21

FB-100K
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: 100K-500K
resource type: Knowledge Graph

Pattern F2
type: Fusion Pattern
type: NamedIndividual
comment: [data/sym -> ML -> sym]
alternative label: OB-8

Australia
type: Country
type: NamedIndividual

Korea
type: Country
type: NamedIndividual

X-Pattern
type: Class
subclass of: Pattern

PR
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Protein Ontology]
Resource Formalism: OWL2
resource size: 100K-500K
resource type: Ontology

has link
type: DatatypeProperty
comment: Link of the paper
domain: Paper
range: string

Medium Maturity
type: System Maturity
type: NamedIndividual
comment: medium maturity level (beta, demo)

XLNet
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

GeoOnto
type: Semantic Web Resource
type: NamedIndividual
resource size: 10K-100K
resource type: Ontology

Dataset
type: Resource Type
type: NamedIndividual

Republic of Korea
type: Country
type: NamedIndividual

RNN [Recurrent Neural Network]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

10K-100K
type: Resource Size
type: NamedIndividual

Patient Trial Matching
type: Task
type: NamedIndividual
broader: Graph - Alignment

YAGO26K-906
type: Semantic Web Resource
type: NamedIndividual
broader: YAGO
resource size: 100K-500K
resource type: Knowledge Base

definition
type: AnnotationProperty
sub property of: note
definition: A statement or formal explanation of the meaning of a concept.

Topic Models
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

LDA [Latent Dirichlet Allocation]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

General - Cross-Domain
type: Application Domain
type: NamedIndividual
broader: General

process steps
type: DatatypeProperty
comment: Presence of documentation on performed processing steps, such as pre-processing, cross-validation: yes, no
domain: Documentation
range: string

Data Mining
type: Area
type: NamedIndividual

AutoEncoder
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Thesaurus
type: Resource Type
type: NamedIndividual

Missing Info
type: Application Domain
type: NamedIndividual

MCAN
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Data Mining
type: Task
type: NamedIndividual
broader: Other Tasks

Decision tree [random forest, C4.5]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

KG Completion
type: Task
type: NamedIndividual
broader: Graph - Extension

Missing_Info
type: Country
type: NamedIndividual

Matrix Clusterization
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Paper Type
type: Class
comment: Paper type, e.g. Workshop or Conference paper

ALBERT
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

SVM [Support Vector Machine]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

PPDB Paraphrase Dataset
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Thesaurus

CSV
type: Symbol Formalism
type: NamedIndividual

Hierarchical Attention Network HAN
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

has data I/O
type: ObjectProperty
comment: Data as in- output(s) in the workflow
domain: System
range: Data
sub property of: has system I/O

Pattern T21
type: T-Pattern
type: NamedIndividual
comment: [data -> ML -> sym -> ML (sym) -> sym]
alternative label: OB-28

Pattern O3
type: Other Patterns
type: NamedIndividual
comment: [sym -> ML1 -> sym -> ML2 -> data -> ML1]
alternative label: OB-22

has Native System Template
type: FunctionalProperty
type: DatatypeProperty
comment: Property used to link a workflow template to its native template (encoded in the syntax of the workflow system where it was designed: scufl, owl, etc.). Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_NTM> a opmw:WorkflowTemplate; opmw:hasNativeSystemTemplate "http://wind.isi.edu/marbles/assets/components/workflow_portal/users/1/Water/ontology/Water/AquaFlow_NTM.owl"xsd:anyURI.
domain: Workflow Template
range: anyURI

SUMO
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 500K-1M
resource type: Dataset

summary
type: DatatypeProperty
comment: Short summary of the paper
domain: Paper
range: string

Faster RCNN
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

CCS
type: NamedIndividual
type: Semantic Web Resource
alternative label: Clinical Classifications Software
alternative label: [Clinical Classifications Software]
resource size: 500 -1K
resource size: Less than 500
resource type: Thesaurus
resource type: Taxonomy

Semantic Web Resource
type: Class
comment: Semantic entities or relations
subclass of: Symbol
subclass of: Semantic Model

Fake Review Detection
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

k-means
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Pattern A1
type: Atomic Pattern
type: NamedIndividual
comment: [sym -> ML -> sym]
alternative label: FvH-3

Fact Verification [Fact Validation]
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

SO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Sequence Ontology]
Resource Formalism: OWL
resource size: 1K-10K
resource type: Ontology

Bug localization
type: Task
type: NamedIndividual
broader: Other Tasks

ML Component
type: Class
comment: A Machine Learning component
subclass of: System Component

Not applicable
type: Resource Size
type: NamedIndividual

Genotype clustering/classification
type: Task
type: NamedIndividual
broader: Graph - Other

SDNE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Atomic Pattern
type: Class
comment: Basic pattern type: a single algorithmic module consumes a single input
subclass of: Pattern

Social Media
type: Application Domain
type: NamedIndividual
broader: News & Social Media

Movies
type: Application Domain
type: NamedIndividual
broader: Culture & Education

Norway
type: Country
type: NamedIndividual

version Number
type: FunctionalProperty
type: DatatypeProperty
comment: Property used to annotate a resource with it version number. Example: @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> . @prefix xsd: <http://www.w3.org/2001/XMLSchema#> . @prefix owl: <http://www.w3.org/2002/07/owl#> . @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_NTM> a opmw:WorkflowTemplate; opmw:versionNumber "2"^^xsd:int.
range: int

Not applicable
type: Semantic Web Resource
type: NamedIndividual

SimplE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

XML
type: Symbol Formalism
type: NamedIndividual

REX
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Ontology

has variable SW 3
type: ObjectProperty
domain: System
range: Symbol
sub property of: has symbol I/O

Agriculture
type: Application Domain
type: NamedIndividual
broader: Geography & Economics

w2v [Word2Vec, CBOW, skip-gram]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

NLP - Other Text Tasks
type: Task
type: NamedIndividual
broader: NLP Tasks

Country
type: Class
comment: Country to which authors describing the SWeML systems in their paper are affiliated to

Mexico
type: Country
type: NamedIndividual

Custom LSTM model
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

General
type: Application Domain
type: NamedIndividual

Pattern X4
type: X-Pattern
type: NamedIndividual
comment: [data/sym-> KR -> data]
alternative label: X-4

resource size
type: ObjectProperty
comment: Linking the semantic web resource with the resource size
domain: Semantic Web Resource
range: Resource Size

Semantic Tagging
type: Task
type: NamedIndividual
broader: NLP - Annotation

ConceptNet
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: JSON
resource size: More than 1M
resource type: Thesaurus

Symbol
type: Class
comment: A representation of symbolic data such as semantic entities or relations.
subclass of: Instance

Semantic Web Technologies
type: Area
type: NamedIndividual

Not applicable
type: Symbol Usage
type: NamedIndividual

Workshop Paper
type: Paper Type
type: NamedIndividual

Magnatune
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource type: Dataset

Tourism
type: Application Domain
type: NamedIndividual
broader: Geography & Economics

Resource Type
type: Class
comment: Resource type of the semantic web resources resource, e.g. ontology, queries

KG matching
type: Task
type: NamedIndividual
broader: Graph - Alignment

Entity Recognition
type: Task
type: NamedIndividual
broader: NLP - Annotation

Taxonomy
type: Resource Type
type: NamedIndividual

LSA [Latent Semantic Analysis]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Metapath2Vec
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Taxonomy Extension
type: Task
type: NamedIndividual
broader: Graph - Extension

Missing Info
type: Resource Size
type: NamedIndividual

ConceptNet PPMI embeddings
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Image and Video - Image/Video processing
type: Task
type: NamedIndividual
broader: Image and Video Tasks

FrameBase
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF-S
resource type: Linked Dataset

SemEval dataset
type: Semantic Web Resource
type: NamedIndividual

preferred label
type: AnnotationProperty
comment: skos:prefLabel, skos:altLabel and skos:hiddenLabel are pairwise disjoint properties.
comment: The range of skos:prefLabel is the class of RDF plain literals.
comment: A resource has no more than one value of skos:prefLabel per language tag, and no more than one value of skos:prefLabel without language tag.
sub property of: label
definition: The preferred lexical label for a resource, in a given language.

Lonley Planet
type: Semantic Web Resource
type: NamedIndividual
resource size: 1K-10K
resource type: Knowledge Graph

100K-500K
type: Resource Size
type: NamedIndividual

Knowledge Base
type: Resource Type
type: NamedIndividual

has variable data 5
type: ObjectProperty
domain: System
range: Data
sub property of: has data I/O

provenance support
type: DatatypeProperty
comment: Presence of input/output data provenance collection: yes, no
domain: Documentation
range: string

DistMult
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Collection
type: Class
disjoint with: Concept Scheme
disjoint with: Concept
definition: A meaningful collection of concepts.
scope note: Labelled collections can be used where you would like a set of concepts to be displayed under a 'node label' in the hierarchy.

MusicBrainz
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Base

HolE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Dimentionality Reduction
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

ARM [Association Rule learning, Association Rule Mining]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Market Return Prediction
type: Task
type: NamedIndividual
broader: Other Tasks

Workflow Template Artifact
type: Class
comment: A workflow template artifact is part of a workflow template. It explains what kind of artifact is used or generated by the process template, along with possible restrictions that it may have. There are two different types of workflow template artifacts: data variables and parameter variables.
subclass of: Thing
subclass of: Variable

Journal Article
type: Paper Type
type: NamedIndividual

Variable
type: Class
definition: A p-plan:Variable represents a description of the input of the planned Activity (p-plan:Step)

Hopfield Network
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Ontology matching
type: Task
type: NamedIndividual
broader: Graph - Alignment

has keyword
type: DatatypeProperty
comment: Keywords assigned to the publication by the authors
domain: Paper
range: string

is in mapping relation with
type: ObjectProperty
comment: These concept mapping relations mirror semantic relations, and the data model defined below is similar (with the exception of skos:exactMatch) to the data model defined for semantic relations. A distinct vocabulary is provided for concept mapping relations, to provide a convenient way to differentiate links within a concept scheme from links between concept schemes. However, this pattern of usage is not a formal requirement of the SKOS data model, and relies on informal definitions of best practice.
sub property of: is in semantic relation with
definition: Relates two concepts coming, by convention, from different schemes, and that have comparable meanings

Validation
type: Processing Engine
type: NamedIndividual

SWRL
type: Symbol Formalism
type: NamedIndividual

Natural Sciences
type: Application Domain
type: NamedIndividual

GHSOM [Growing Hierarchical Self Organizing Map]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Iran
type: Country
type: NamedIndividual

has processing engine
type: ObjectProperty
comment: SWeMLs can have one or more processing engines
domain: KR Component
range: Processing Engine

Pattern T15
type: T-Pattern
type: NamedIndividual
comment: [sym -> KR -> sym/sym -> ML -> sym]
alternative label: OB-46

Albums
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Linked Dataset

SOM [Kohonen-Map; Self Organizing Map]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

has exact match
type: TransitiveProperty
type: SymmetricProperty
type: ObjectProperty
comment: skos:exactMatch is disjoint with each of the properties skos:broadMatch and skos:relatedMatch.
sub property of: has close match
definition: skos:exactMatch is used to link two concepts, indicating a high degree of confidence that the concepts can be used interchangeably across a wide range of information retrieval applications. skos:exactMatch is a transitive property, and is a sub-property of skos:closeMatch.

Unsupervised
type: Training Type
type: NamedIndividual

Cross-model retrieval
type: Task
type: NamedIndividual
broader: Other Tasks

Entity
type: Class
subclass of: Entity
definition: A p-plan:Entity represents the input of the execution of a p-plan:Activity. It corresponds to a p-plan:Variable.

Event Prediction
type: Task
type: NamedIndividual
broader: Task.Graph Prediction

FCA [Formal concept analysis]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

has symbol I/O
type: ObjectProperty
comment: Symbol as in- output(s) in the workflow
domain: System
range: Symbol
sub property of: has system I/O

Indonesia
type: Country
type: NamedIndividual

Wikidata12k
type: Semantic Web Resource
type: NamedIndividual
broader: Wikidata
resource size: 10K-100K
resource type: Knowledge Graph

BiLSTM-CRF
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

NIST TAC-KBP
type: Semantic Web Resource
type: NamedIndividual
resource size: 1K-10K
resource type: Knowledge Graph

Classical ML model
type: Statistical Model
type: NamedIndividual

Art
type: Application Domain
type: NamedIndividual
broader: Culture & Education

Semantic Similarity Calculation
type: Processing Engine
type: NamedIndividual

Cross-lingual Entity alignment
type: Task
type: NamedIndividual
broader: NLP - Other Text Tasks

WN36
type: Semantic Web Resource
type: NamedIndividual
broader: WordNet
resource size: 100K-500K
resource type: Thesaurus

FoodKG
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

has ML step 5
type: ObjectProperty
domain: System
range: ML Component
sub property of: has ML step

RBM [Restricted Boltzmann machine]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

OWL Full
type: Symbol Formalism
type: NamedIndividual

scope note
type: AnnotationProperty
sub property of: note
definition: A note that helps to clarify the meaning and/or the use of a concept.

Colombia
type: Country
type: NamedIndividual

Geography & Economics
type: Application Domain
type: NamedIndividual

FB122
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: 100K-500K
resource type: Knowledge Graph

Admin & Politics
type: Application Domain
type: NamedIndividual

Workflow Template Process
type: Class
comment: A workflow process template is an abstraction of the workflow execution process step that aims to describe the method followed by the scientist instead of its specific instantiation. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix water: <http://www.isi.edu/ac/Water/library.owl#> . <http://www.opmw.org/export/resource/WorkflowTemplateProcess/AQUAFLOW_NTM_CALCULATEHOURLYAVERAGES> a opmw:ProcessTemplate, water:CalculateHourlyAverages; opmw:template <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_NTM>; opmw:uses <http://www.opmw.org/export/resource/DataVariable/AQUAFLOW_NTM_FILTEREDDATA>.
subclass of: Thing
subclass of: Step

Production of Goods
type: Application Domain
type: NamedIndividual

Pattern T6
type: T-Pattern
type: NamedIndividual
comment: [{data -> ML -> data / sym} -> ML -> data]
alternative label: OB-25

Sudan
type: Country
type: NamedIndividual

Pattern Y2
type: Y-Pattern
type: NamedIndividual
comment: [{sym -> ML -> data / data -> ML -> data} ->ML-> data]
alternative label: OB-9

YAGO3-10
type: Semantic Web Resource
type: NamedIndividual
broader: YAGO
Resource Formalism: OWL
resource size: More than 1M
resource type: Knowledge Base

Linked Dataset
type: Resource Type
type: NamedIndividual

Microsoft Satori
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

Pattern I6
type: I-Pattern
type: NamedIndividual
comment: [data ->ML-> sym-> ML-> sym]
alternative label: OB-10

Eclipse bugs
type: Semantic Web Resource
type: NamedIndividual
resource type: Dataset

Pattern T10
type: T-Pattern
type: NamedIndividual
comment: [data -> ML -> sym -> { data/sym -> KR } -> sym]
alternative label: OB-38

Austria
type: Country
type: NamedIndividual

OWL-DL
type: Symbol Formalism
type: NamedIndividual

has area
type: ObjectProperty
comment: Linking a SWeML system with a research area it is associated with
domain: System
range: Area

OWL2-RL
type: Symbol Formalism
type: NamedIndividual

Pattern F4
type: Fusion Pattern
type: NamedIndividual
comment: [sym / sym -> ML -> sym]
alternative label: OB-32

Classic Classification
type: Task
type: NamedIndividual
broader: Other Tasks

UKGE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

E-Government
type: Application Domain
type: NamedIndividual
broader: Admin & Politics

Plan
type: Class
subclass of: Plan
subclass of: Entity
definition: A p-plan:Plan is a specific type of prov:Plan. It is composed of smaller steps that use and produce Variables.

GMM [Gaussian Mixture Model, Mixture Models]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

Deep Learning model
type: Statistical Model
type: NamedIndividual

Nations
type: Semantic Web Resource
type: NamedIndividual
resource size: 1K-10K
resource type: Knowledge Graph

has broader match
type: ObjectProperty
sub property of: is in mapping relation with
sub property of: has broader
inverse of: has narrower match
definition: skos:broadMatch is used to state a hierarchical mapping link between two conceptual resources in different concept schemes.

Data Integration
type: Task
type: NamedIndividual
broader: Other Tasks

has title
type: DatatypeProperty
comment: The title of the paper
domain: Paper
range: string

Area
type: Class
comment: Positioning of the Paper in relation to research araeas e.g. Explainable AI or Semantic Web Mining

OWL2
type: Symbol Formalism
type: NamedIndividual

Space
type: Application Domain
type: NamedIndividual
broader: Natural Sciences

SWRC
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: Less than 500
resource type: Ontology

System Maturity
type: Class
comment: Maturity of the overall SWeML system

has Dimensionality
type: FunctionalProperty
type: DatatypeProperty
comment: Property that represents the dimensionality of the artifact: 0 is a single file, 1 for a collection, etc. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/DataVariable/AQUAFLOW_NTM_DAILYDATA> a opmw:DataVariable, opmw:WorkflowTemplateArtifact; opmw:hasDimensionality "1"^^xsd:int.
domain: Workflow Template Artifact
range: int

Google Knowledge Graph
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

Document Classification
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

NLP - Text Analysis
type: Task
type: NamedIndividual
broader: NLP Tasks

1K-10K
type: Resource Size
type: NamedIndividual

SKOS
type: Symbol Formalism
type: NamedIndividual

GitHub
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

Singapore
type: Country
type: NamedIndividual

RxNorm
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

Crime/Urban Data
type: Application Domain
type: NamedIndividual
broader: Admin & Politics

Open Academic Graph
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: JSON
resource size: More than 1M
resource type: Knowledge Graph

Sport
type: Application Domain
type: NamedIndividual
broader: Other Domains

Culture & Education
type: Application Domain
type: NamedIndividual

Multi-modal retrieval
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

ULMfit
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Neural Attention Model
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Pattern T23
type: T-Pattern
type: NamedIndividual
comment: [{data/data ->ML-> sym}-> ML-> sym]
alternative label: OB-12

Not applicable
type: Resource Type
type: NamedIndividual

Distant-supervised
type: Training Type
type: NamedIndividual

United Kingdom
type: Country
type: NamedIndividual

Patient Procedure Prediction
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

Pattern T1
type: T-Pattern
type: NamedIndividual
comment: [{data -> ML -> data / sym} -> ML -> sym]
alternative label: OB-18

500K-1M
type: Resource Size
type: NamedIndividual

Ecological
type: Application Domain
type: NamedIndividual
broader: Geography & Economics

ProjE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

LiDA [Linear Discriminant Analysis]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

NELL186
type: Semantic Web Resource
type: NamedIndividual
broader: NELL
resource size: 10K-100K
resource type: Knowledge Graph

Gaming
type: Application Domain
type: NamedIndividual
broader: Culture & Education

GAT [Graph Attention Networks]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

GeoNames
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: More than 1M
resource type: Linked Dataset

GNN [Graph Neural Network model]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

has narrower
type: ObjectProperty
comment: Narrower concepts are typically rendered as children in a concept hierarchy (tree).
sub property of: has narrower transitive
inverse of: has broader
definition: Relates a concept to a concept that is more specific in meaning.
scope note: By convention, skos:broader is only used to assert an immediate (i.e. direct) hierarchical link between two conceptual resources.

MedDRA
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Thesaurus

created in Workflow System
type: FunctionalProperty
type: DatatypeProperty
comment: This data property binds a workflow template to the tool used for its design and creation. The tool is represented by its URL. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_EDM> a opmw:WorkflowTemplate; opmw:createdInWorkflowSystem "http://wings.isi.edu"^^xsd:anyURI.
domain: Workflow Template
range: anyURI

Instance
type: Class
subclass of: Variable

USA
type: Country
type: NamedIndividual

Pattern I1
type: I-Pattern
type: NamedIndividual
comment: [sym -> ML -> data -> ML -> sym]
alternative label: FvH-4

Gated CNN
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

InfoMap
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

is top concept in scheme
type: ObjectProperty
domain: Concept
range: Concept Scheme
sub property of: is in scheme
definition: Relates a concept to the concept scheme that it is a top level concept of.

Pattern A3
type: Atomic Pattern
type: NamedIndividual
comment: [sym -> ML -> data]
alternative label: OB-7

is Variable of Template
type: ObjectProperty
comment: Property used to dessignate which workflow Data Variables belong to a workflow template. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/page/resource/DataVariable/AQUAFLOW_EDM_HOURLYDATA> a opmw:DataVariable; opmw:isVariableOfTemplate <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_EDM>.
domain: Data Variable
range: Workflow Template
sub property of: isVariableofPlan

GCN [Graph Convolutional Network]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

(Human) activity recognition
type: Task
type: NamedIndividual
broader: Other Tasks

Regression
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

has Executable Component
type: FunctionalProperty
type: ObjectProperty
comment: Property that binds a workflow execution process to the specific component (code, scripts, etc.) used in the execution. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . <http://www.opmw.org/export/resource/WorkflowExecutionProcess/REAERATIONEDM133549210450086> a opmv:Process, opmw:WorkflowExecutionProcess; opmw:hasExecutableComponent <http://www.opmw.org/export/resource/ReaerationEDM/COMPONENTREAERATIONEDM>.
domain: Workflow Execution Process
sub property of: used
sub property of: topObjectProperty

PO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Plant Ontology]
Resource Formalism: OWL
resource size: 1K-10K
resource type: Ontology

is in semantic relation with
type: ObjectProperty
domain: Concept
range: Concept
definition: Links a concept to a concept related by meaning.
scope note: This property should not be used directly, but as a super-property for all properties denoting a relationship of meaning between concepts.

Book Section
type: Paper Type
type: NamedIndividual

MultiStep
type: Class
subclass of: Step
subclass of: Plan
definition: A multi step is the representation of a plan that appears as a step of another plan.

has task
type: ObjectProperty
comment: Linking the system to the task it is solving
domain: System
range: Task

history note
type: AnnotationProperty
sub property of: note
definition: A note about the past state/use/meaning of a concept.

Kinship
type: Semantic Web Resource
type: NamedIndividual
resource size: 500 -1K
resource type: Knowledge Graph

Vietnam
type: Country
type: NamedIndividual

I-Pattern
type: Class
comment: Advanced pattern type: a chain of Atomic Patterns
subclass of: Pattern

year
type: DatatypeProperty
comment: Year in which the paper is published
sub property of: topDataProperty

Energy Management
type: Task
type: NamedIndividual
broader: Other Tasks

BNO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Biomolecular Network ontology]
Resource Formalism: Others Formalisms
resource size: Less than 500
resource type: Ontology

Open Entity
type: Semantic Web Resource
type: NamedIndividual
resource size: 1K-10K

Node Clustering
type: Task
type: NamedIndividual
broader: Graph - Other

DBSCAN
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

RDF2VecGloVe
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

has Location
type: DatatypeProperty
comment: Property used to link an execution artifact to the physical location of its file in the server. Example @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . <http://www.opmw.org/export/resource/WorkflowExecutionArtifact/DCF49186981194248009E24BAD6A6412> a opmv:Artifact, opmw:WorkflowExecutionArtifact. opmw:hasLocation "http://www.opmw.org/datasets/resource/1/148/NTMParams_SMN_2010_03_14Z"^^xsd:anyURI.
domain: Workflow Execution Artifact
range: anyURI

FB5M
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: More than 1M
resource type: Knowledge Graph

Sentence2Vec
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Association Rule Learning [RL, ARL]
type: Task
type: NamedIndividual
broader: Other Tasks

Pattern X6
type: X-Pattern
type: NamedIndividual
comment: [sym/sym -> KR -> sym]
alternative label: X-6

Task
type: Class
comment: Task that the SWeML system supposed to solve

Biological Interaction
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

Reasoner
type: Processing Engine
type: NamedIndividual

executed in Workflow System
type: ObjectProperty
comment: Property to bind an execution account to the system where it was executed (which could be different from the one used for designing its workflow template). Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionAccount/acc1> a opmo:Account, opmw:executionAccount; opmw:executedInWorkflowSystem <http://www.opmw.org/export/resource/Agent/SHELL>. <http://www.opmw.org/export/resource/Agent/SHELL> a opmw:Agent.
domain: Workflow Execution Account
range: Agent
sub property of: wasAttributedTo

Cities
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: Less than 500
resource type: Linked Dataset

Not applicable
type: Pattern
type: NamedIndividual

has application domain
type: ObjectProperty
comment: Linking the system with the application domain it is working in
range: Application Domain

Rule Learning
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

overall End Time
type: FunctionalProperty
type: DatatypeProperty
comment: Property which states that none of the activities contained in the account finished executing after the End Time. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionAccount/ACCOUNT1335506667949> a opmw:WorkflowExecutionAccount,opmo:Account; opmw:overallEndTime "2012-04-25T10:28:55-07:00"^^xsd:dateTime.
domain: Workflow Execution Account
range: dateTime

Entrez Gene
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

DataMed
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M

Wikidata
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

DBP15k
type: Semantic Web Resource
type: NamedIndividual
broader: DBpedia
resource size: More than 1M
resource type: Knowledge Graph

isVariableofPlan
type: ObjectProperty
domain: Variable
range: Plan
definition: p-plan:IsVariableOfPlan binds a p-plan:Variable to the p-plan:Plan it corresponds to.

Training Type
type: Class
comment: Training type of the ML model(s)

Drug Target Prediction
type: Task
type: NamedIndividual
broader: Graph - Extension

Chemical Complex ontology
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Ontology

MUTAG
type: Semantic Web Resource
type: NamedIndividual
resource size: 10K-100K
resource type: Knowledge Graph

Finland
type: Country
type: NamedIndividual

LCSH
type: NamedIndividual
type: Semantic Web Resource
alternative label: [Library of Congress Subject Headings]
Resource Formalism: SKOS
Resource Formalism: RDF
Resource Formalism: JSON
resource size: More than 1M
resource type: Linked Dataset

WN-100K
type: Semantic Web Resource
type: NamedIndividual
broader: WordNet
resource size: 100K-500K
resource type: Thesaurus

Entity Typing / Classification
type: Task
type: NamedIndividual
broader: NLP - Annotation

High Maturity
type: System Maturity
type: NamedIndividual
comment: high maturity level (stable, enterprise, tool)

change note
type: AnnotationProperty
sub property of: note
definition: A note about a modification to a concept.

Missing info
type: Training Type
type: NamedIndividual

Drug Repurposing
type: Task
type: NamedIndividual
broader: Graph - Extension

Markov Model
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

has Status
type: FunctionalProperty
type: DatatypeProperty
comment: Property used to state whether an ececution account was successful or not. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionAccount/ACCOUNT1335506667949> a opmo:Account, opmw:ExecutionAccount; opmw:hasStatus "SUCCESS"^^xsd.string.
domain: Workflow Execution Account
range: string

Geoquery-880
type: Semantic Web Resource
type: NamedIndividual
resource size: 500 -1K
resource type: Dataset

M-Pattern
type: Class
subclass of: Pattern

RESCAL
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Neuro-symbolic systems
type: Area
type: NamedIndividual

has variable data 7
type: ObjectProperty
domain: System
range: Data
sub property of: has data I/O

Place Classification
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

Not applicable
type: Symbol Formalism
type: NamedIndividual

Taiwan
type: Country
type: NamedIndividual

KB4Rec
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Linked Dataset

AMiner
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

DBLP
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

Manufacturing
type: Application Domain
type: NamedIndividual
broader: Production of Goods

correspondsToVariable
type: FunctionalProperty
type: ObjectProperty
domain: Entity
range: Variable
definition: p-plan:correspondsToVariable binds a p-plan:Entity (used by a p-plan:Activity in the execution of a plan) to the p-plan:Variable it represented it in the p-plan:Plan.

Pattern T17
type: T-Pattern
type: NamedIndividual
comment: [sym/sym -> ML -> data -> ML -> sym]
alternative label: OB-27

SPARQL
type: Symbol Formalism
type: NamedIndividual

Arabidopsis Hormone Database 2.0
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Dataset

Application Domain
type: Class
comment: The application domain in which the SWeML systems solve tasks (e.g. Chemistry, Legal)

GPT [GPT-2]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Data Explanation
type: Task
type: NamedIndividual
broader: Other Tasks

Wales
type: Country
type: NamedIndividual

Denmark
type: Country
type: NamedIndividual

NLP - QA & conversational
type: Task
type: NamedIndividual
broader: NLP Tasks

Pattern X1
type: X-Pattern
type: NamedIndividual
comment: [data -> ML -> data]
alternative label: X-1

More than 1M
type: Resource Size
type: NamedIndividual

parameters
type: DatatypeProperty
comment: Presence of documentation on used parameters: yes, no
domain: Documentation
range: string

Text Summarization
type: Task
type: NamedIndividual
broader: NLP - Information Extraction

Supervised
type: Training Type
type: NamedIndividual

Pattern M1
type: M-Pattern
type: NamedIndividual
comment: [sym/sym -> ML -> data]
alternative label: M-1

Not applicable
type: Training Type
type: NamedIndividual

Medicine/Health
type: Application Domain
type: NamedIndividual
broader: Natural Sciences

has system maturity
type: ObjectProperty
comment: System has a certain maturity according to different characteristics (stability, UI)
domain: System
range: System Maturity

Missing Info
type: Symbol Usage
type: NamedIndividual

Legal
type: Application Domain
type: NamedIndividual
broader: Other Domains

Resource Formalism
type: ObjectProperty
comment: Linking the symbol formalism with the semantic web resource data
domain: Semantic Web Resource
range: Symbol Formalism

IndoWordNet
type: Semantic Web Resource
type: NamedIndividual
resource size: 500K-1M
resource type: Thesaurus

Image and Video Tasks
type: Task
type: NamedIndividual

Portual
type: Country
type: NamedIndividual

Missing Info
type: Pattern
type: NamedIndividual

Schema Level patterns
type: Resource Type
type: NamedIndividual

TARE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Facebook dataset
type: Semantic Web Resource
type: NamedIndividual

has Execution Diagram
type: FunctionalProperty
type: DatatypeProperty
comment: Property that links an execution account to its diagram. The diagram shows how the template has been instantiated with different components. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionAccount/ACCOUNT1335506667949> a opmw:WorkflowExecutionAccount,opmo:Account; opmw:hasExecutionDiagram "http://wind.isi.edu/marbles/assets/components/workflow_portal/users/1/Water/runs/run_148.png"^^sxd:anyURI.
domain: Workflow Execution Account
range: anyURI

Sweden
type: Country
type: NamedIndividual

has variable data 2
type: ObjectProperty
domain: System
range: Data
sub property of: has data I/O

s-case ontologies
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 500 -1K
resource type: Ontology

NCBI Taxonomy
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Taxonomy

Sri Lanka
type: Country
type: NamedIndividual

DBpedia
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

Pattern T8
type: T-Pattern
type: NamedIndividual
comment: [sym -> ML -> sym / sym -> KR -> sym]
alternative label: OB-41

Music
type: Application Domain
type: NamedIndividual

Pattern Y4
type: Y-Pattern
type: NamedIndividual
comment: [{ sym>ML>sym / sym>ML>data } -> ML -> sym]
alternative label: OB-36

Hierarchical Relation Extraction [Hypernym discovery]
type: Task
type: NamedIndividual
broader: NLP - Information Extraction

has id
type: DatatypeProperty
comment: The ID of the SWeML system
domain: Paper
range: string

Missing Info
type: System Maturity
type: NamedIndividual

has broader transitive
type: TransitiveProperty
type: ObjectProperty
sub property of: is in semantic relation with
inverse of: has narrower transitive
definition: skos:broaderTransitive is a transitive superproperty of skos:broader.
scope note: By convention, skos:broaderTransitive is not used to make assertions. Rather, the properties can be used to draw inferences about the transitive closure of the hierarchical relation, which is useful e.g. when implementing a simple query expansion algorithm in a search application.

GGNN [Gated Graph Neural Network]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Pattern T12
type: T-Pattern
type: NamedIndividual
comment: [data -> KR->sym/sym->ML->sym]
alternative label: FvH-11

Patient Outcome Prediction
type: Task
type: NamedIndividual
broader: Task.Graph Prediction

Resource Size
type: Class
comment: Size of the semantic web resource(s) in triples

TWOSIDES
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

Sentiment Analysis
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

Symbol Formalism
type: Class
comment: Formalism of the semantic web resource data

FastText
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Taxonomy matching
type: Task
type: NamedIndividual
broader: Graph - Alignment

RSN
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Document retrieval
type: Task
type: NamedIndividual
broader: NLP - Information Retrieval

component input
type: ObjectProperty
domain: System Component
range: Instance
sub property of: has input var

WK31-15K
type: Semantic Web Resource
type: NamedIndividual
resource size: 100K-500K
resource type: Knowledge Graph

Action Recognition
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

LINE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Visual Question Answering
type: Task
type: NamedIndividual
broader: NLP - QA & conversational

Wikipedia
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: Others Formalisms
resource size: More than 1M
resource type: Knowledge Graph

GAE [Graph Autoencoder]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Marketing
type: Application Domain
type: NamedIndividual
broader: Geography & Economics

RDF-S
type: Symbol Formalism
type: NamedIndividual

has KR step
type: ObjectProperty
comment: Linking SWeMLs to Knowledge Representation component(s) in different steps of the workflow
domain: System
range: KR Component
sub property of: has system component

FB-500K
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: 100K-500K
resource type: Knowledge Graph

Germany
type: Country
type: NamedIndividual

has ML step 2
type: ObjectProperty
domain: System
range: ML Component
sub property of: has ML step

Italy
type: Country
type: NamedIndividual

has ML step
type: ObjectProperty
comment: Linking SWeMLs to Machine Learning component(s) in different steps of the workflow
domain: System
range: ML Component
sub property of: has system component

Canada
type: Country
type: NamedIndividual

E-Commerce
type: Application Domain
type: NamedIndividual
broader: Geography & Economics

IMDb
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

BabelNet
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Linked Dataset

KG Creation
type: Task
type: NamedIndividual
broader: Graph - Creation

Image / Video Annotation
type: Task
type: NamedIndividual
broader: Image and Video - Image/Video processing

is in scheme
type: ObjectProperty
range: Concept Scheme
definition: Relates a resource (for example a concept) to a concept scheme in which it is included.
scope note: A concept may be a member of more than one concept scheme.

Pattern T3
type: T-Pattern
type: NamedIndividual
comment: [{sym -> ML -> data / data} -> ML -> sym]
alternative label: OB-16

reports
type: ObjectProperty
comment: Linking the system reported in the paper
domain: Paper
range: System

Thailand
type: Country
type: NamedIndividual

is Step of Template
type: ObjectProperty
comment: Property used to dessignate which workflow Steps (or Workflow Template Processes) belong to a workflow template. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/WorkflowTemplateProcess/AQUAFLOW_EDM_CALCULATEHOURLYAVERAGES> a opmw:WorkflowTemplateProcess; opmw:isStepOfTemplate <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_EDM>.
domain: Workflow Template Process
range: Workflow Template
sub property of: isStepOfPlan

NELL-50K
type: Semantic Web Resource
type: NamedIndividual
broader: NELL
resource size: 10K-100K
resource type: Knowledge Graph

OAEI-Benchmark
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 1K-10K
resource type: Dataset

HPO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Human Phenotype Ontology]
Resource Formalism: JSON
Resource Formalism: OWL
Resource Formalism: OBO
resource size: 10K-100K
resource type: Ontology

Pattern I3
type: I-Pattern
type: NamedIndividual
comment: [data -> ML -> sym -> KR -> sym]
alternative label: FvH-6/10

has training type
type: ObjectProperty
comment: Linking the training type of the system
domain: System
range: Training Type

Symbol Usage
type: Class
comment: Type of usage of the semantic web resource

Data Quality Assurance
type: Task
type: NamedIndividual
broader: Other Tasks

Step
type: Class
definition: A p-plan:Step represents the planned execution activity

Pattern F1
type: Fusion Pattern
type: NamedIndividual
comment: [data/sym -> ML -> data]
alternative label: FvH-12

isInputVarOf
type: ObjectProperty
domain: Variable
range: Step
inverse of: has input var
definition: p-plan:isInputVarOf links an input variable of a step to the step.

Russia
type: Country
type: NamedIndividual

CIFAR-100
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Base

Academia/Publications
type: Application Domain
type: NamedIndividual
broader: Culture & Education

Data Augmentation
type: Task
type: NamedIndividual
broader: Other Tasks

MO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Movie Ontology]
Resource Formalism: OWL
resource size: Less than 500
resource type: Ontology

is Parameter of Template
type: ObjectProperty
comment: Property used to dessignate which workflow Parameter Variables belong to a workflow template. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/ParameterVariable/AQUAFLOW_EDM_DATE> a opmw:ParameterVariable; opmw:isParameterOfTemplate <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_EDM>.
domain: Parameter Variable
range: Workflow Template
sub property of: isVariableofPlan

Ontology Creation
type: Task
type: NamedIndividual
broader: Graph - Creation

has Value
type: FunctionalProperty
type: DatatypeProperty
comment: Property used to state the value of the artifact (in case of being a parameter). Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . <http://www.opmw.org/export/resource/WorkflowExecutionArtifact/DEPTH0.61959237> a opmv:Artifact, opmw:WorkflowExecutionArtifact; opmw:hasValue "0.61959237"^^xsd:string.
domain: Workflow Execution Artifact
range: string

is of type
type: ObjectProperty
comment: Linking the paper type to the paper
domain: Paper
range: Paper Type

Pakistan
type: Country
type: NamedIndividual

WN18RR
type: Semantic Web Resource
type: NamedIndividual
broader: WordNet
resource size: 10K-100K
resource type: Thesaurus

FFNN [Feed-Forward Neural network]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Matrix Factorization
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

LiteralE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Patient Similarity Detection
type: Task
type: NamedIndividual
broader: Graph - Alignment

software
type: DatatypeProperty
comment: Presence of documentation on used software and libraries: yes, no
domain: Documentation
range: string

KnowLife
type: Semantic Web Resource
type: NamedIndividual
resource size: 500K-1M
resource type: Knowledge Graph

FB2M
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: More than 1M
resource type: Knowledge Graph

component model
type: ObjectProperty
comment: Linking the system with component models
domain: System Component
range: Model

correspondsToStep
type: FunctionalProperty
type: ObjectProperty
domain: Activity
range: Step
definition: p-plan:correspondsToStep links a p-plan:Activity to its planned p-plan:Step

Semantic Consistency Calculation
type: Processing Engine
type: NamedIndividual

RDF/RDF-S
type: Symbol Formalism
type: NamedIndividual

GOA
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Gene Ontology Annotation]
resource size: More than 1M
resource type: Knowledge Base

Fusion Pattern
type: Class
comment: Basic pattern type: a single algorithmic module consumes more than one input
subclass of: Pattern

Pattern T20
type: T-Pattern
type: NamedIndividual
comment: [{ sym->ML->data / sym } -> ML -> sym]
alternative label: OB-13

Pattern O2
type: Other Patterns
type: NamedIndividual
comment: [data -> {ML / (sym->KR)} -> sym]
alternative label: OB-26

Chatbot
type: Task
type: NamedIndividual
broader: NLP - QA & conversational

overall Start Time
type: FunctionalProperty
type: DatatypeProperty
comment: Property which states that none of the activities in the current account started executing before the start time. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionAccount/ACCOUNT1335506667949> a opmw:WorkflowExecutionAccount,opmo:Account; opmw:overallStartTime "2012-04-25T10:28:07-07:00"^^xsd:dateTime.
domain: Workflow Execution Account
range: dateTime

PCNN [Piecewise-CNN]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Software Engineering
type: Application Domain
type: NamedIndividual
broader: Software & Tech

Alibaba Taobaos dataset
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

SemEval-2010 Task 8
type: Semantic Web Resource
type: NamedIndividual
broader: SemEval dataset
resource size: 10K-100K
resource type: Knowledge Graph

TransCorRe
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Probase
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

General - Dictionary
type: Application Domain
type: NamedIndividual
broader: General

Parameter Variable
type: Class
comment: An parameter variable represents a description of an input parameter of a process. Parameter variables can only be used by process. Example: @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> . @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/ParameterVariable/AQUAFLOW_NTM_LATITUDE> a opmw:/WorkflowTemplateArtifact , opmw:ParameterVariable ; rdfs:label "Parameter variable Latitude" ; opmw:template <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_NTM> .
subclass of: Workflow Template Artifact

Shenma
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

Activity
type: Class
comment: A p-plan:Activity represents the execution process planned in a p-plan:Step
subclass of: Activity

has member list
type: FunctionalProperty
type: ObjectProperty
comment: For any resource, every item in the list given as the value of the skos:memberList property is also a value of the skos:member property.
domain: Ordered Collection
range: List
definition: Relates an ordered collection to the RDF list containing its members.

corresponds to Template
type: ObjectProperty
comment: Property that binds an execution account to the template of the whole workflow. The template contains the plan for the workflow. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionProcess/acc1> a opmo:Account, opmw:workflowExecutionAccount; opmw:correspondsToTemplate <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_EDM>.
domain: Workflow Execution Account
range: Workflow Template
sub property of: wasDerivedFrom
sub property of: topObjectProperty

GRAM-KGE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Thesis
type: Paper Type
type: NamedIndividual

RDF
type: Symbol Formalism
type: NamedIndividual

Other
type: Area
type: NamedIndividual

Reinforcement
type: Training Type
type: NamedIndividual

Greece
type: Country
type: NamedIndividual

RDF2Vec
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Pattern
type: Class
comment: Patterns describing the SWeMLs flow
subclass of: WorklowTemplate

Text Generation
type: Task
type: NamedIndividual
broader: NLP - Other Text Tasks

has variable SW 2
type: ObjectProperty
domain: System
range: Symbol
sub property of: has symbol I/O

Pattern T19
type: T-Pattern
type: NamedIndividual
comment: [{ sym>ML>sym / sym } -> ML -> sym]
alternative label: OB-6

has Documentation
type: DatatypeProperty
comment: Property that binds a workflow template to its documentation. Example: @prefix opmw: <http://www.opmw.org/ontology/> . <http://www.opmw.org/export/resource/WorkflowTemplate/AQUAFLOW_NTM> a opmw:WorkflowTemplate; opmw:hasDocumentation "A copy of the documentation related to this template "^^xsd:string.
domain: Workflow Template
range: Datatype
  union of: anyURI
  union of: string

CNN [Convolutional neural network]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

NELL79K
type: Semantic Web Resource
type: NamedIndividual
broader: NELL
resource size: 10K-100K
resource type: Knowledge Graph

evaluation data split
type: DatatypeProperty
comment: Presence of documentation on used training, development and test set used in evaluation: yes, no
domain: Documentation
range: string

PCA [Principal component analysis]
type: Statistical Model
type: NamedIndividual
broader: Classical ML model

MIAM ontology
type: Semantic Web Resource
type: NamedIndividual
resource size: 10K-100K
resource type: Ontology

Misinformation Detection
type: Task
type: NamedIndividual
broader: NLP - Text Analysis

OAEI 2018
type: Semantic Web Resource
type: NamedIndividual
broader: OAEI-Benchmark
Resource Formalism: OWL
resource type: Ontology
resource type: Dataset

hidden label
type: AnnotationProperty
comment: skos:prefLabel, skos:altLabel and skos:hiddenLabel are pairwise disjoint properties.
comment: The range of skos:hiddenLabel is the class of RDF plain literals.
sub property of: label
definition: A lexical label for a resource that should be hidden when generating visual displays of the resource, but should still be accessible to free text search operations.

Pattern X3
type: X-Pattern
type: NamedIndividual
comment: [sym -> KR -> data]
alternative label: X-3

XLM
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

isDecomposedAsPlan
type: ObjectProperty
domain: MultiStep
range: Plan
definition: The p-plan:isDecomposedAsPlan relationship binds a p-plan:MultiStep to the p-plan:Plan holding the definition of that step. That is, p-plan:isDecomposedAsPlan links the MultiStep to the Plan sptecification where it is decomposed.

ChEBI
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Chemical Entities of Biological Interest]
Resource Formalism: OWL
Resource Formalism: OBO
resource size: 100K-500K
resource type: Ontology

Protein Complex Prediction
type: Task
type: NamedIndividual
broader: Task.Graph Prediction

Entitiy Linking/Semantic Annotation
type: Task
type: NamedIndividual
broader: NLP - Annotation

isStepOfPlan
type: ObjectProperty
domain: Step
range: Plan
definition: p-plan:isStepOfPlan links a p-plan:Step to the p-plan:Plan which it corresponds to.

SPARQL Query Engine
type: Processing Engine
type: NamedIndividual

SSE
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

OBO
type: Symbol Formalism
type: NamedIndividual

South Korea
type: Country
type: NamedIndividual

Query
type: Resource Type
type: NamedIndividual

corresponds to Template Artifact
type: ObjectProperty
comment: Property that binds a workflow execution artifact to its correspondant workflow template artifact. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmv: <http://purl.org/net/opmv/ns#> . <http://www.opmw.org/export/resource/WorkflowExecutionArtifact/DEPTH1.2150836> a opmv:Artifact, opmw:WorkflowExecutionArtifact; opmw:correspondsToTemplateArtifact <http://www.opmw.org/export/resource/ParameterVariable/AQUAFLOW_EDM_DEPTH>.
domain: Workflow Execution Artifact
range: Workflow Template Artifact
sub property of: topObjectProperty
sub property of: correspondsToVariable

YAGO11K
type: Semantic Web Resource
type: NamedIndividual
broader: YAGO
resource size: 10K-100K
resource type: Knowledge Base

Poincare Embeddings
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

has variable data 4
type: ObjectProperty
domain: System
range: Data
sub property of: has data I/O

WebNLG
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: JSON
resource size: 10K-100K
resource type: Knowledge Graph

Other Tasks
type: Task
type: NamedIndividual

Sensigrafo
type: Semantic Web Resource
type: NamedIndividual
resource size: More than 1M
resource type: Knowledge Graph

UCO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Unified Cybersecurity Ontology]
Resource Formalism: OWL
resource size: 500 -1K
resource type: Ontology

Relation Extraction [non-hierarchical]
type: Task
type: NamedIndividual
broader: NLP - Information Extraction

Scotland
type: Country
type: NamedIndividual

DKRL
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

500 -1K
type: Resource Size
type: NamedIndividual

Pattern T14
type: T-Pattern
type: NamedIndividual
comment: [{sym -> KR -> data / data} -> ML -> sym]
alternative label: OB-19

Labels
type: Symbol Usage
type: NamedIndividual

Saudi Ariabia
type: Country
type: NamedIndividual

Model
type: Class
comment: Models used in the SWeML systems

Statistical Model
type: Class
comment: Inductive Model
subclass of: Model

OAEI 2013
type: Semantic Web Resource
type: NamedIndividual
broader: OAEI-Benchmark
Resource Formalism: OWL
resource size: 10K-100K
resource type: Ontology
resource type: Dataset

Others Formalisms
type: Symbol Formalism
type: NamedIndividual

ResNet101
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

BiGRU
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

has Original Log File
type: FunctionalProperty
type: DatatypeProperty
comment: Property used to link an execution account or a workflow execution process to the correspondent log file produced by the enacting workflow engine. Example: @prefix opmw: <http://www.opmw.org/ontology/> . @prefix opmo: <http://openprovenance.org/model/opmo#> . <http://www.opmw.org/export/resource/WorkflowExecutionAccount/ACCOUNT1335506667949> a opmw:WorkflowExecutionAccount,opmo:Account; opmw:hasOriginalLogFile "http://wind.isi.edu/marbles/assets/components/workflow_portal/users/1/Water/runs/run_148.ttl"^^sxd:anyURI.
domain: Class
  union of: Workflow Execution Account
  union of: Workflow Execution Process
range: anyURI

has related
type: SymmetricProperty
type: ObjectProperty
comment: skos:related is disjoint with skos:broaderTransitive
sub property of: is in semantic relation with
definition: Relates a concept to a concept with which there is an associative semantic relationship.

NHC ontology
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: OWL
resource size: 500 -1K
resource type: Ontology

Rules
type: Resource Type
type: NamedIndividual

Flair [Flair Embeddings]
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Y-Pattern
type: Class
comment: Advanced pattern type: combination of two (or more) Atomic Patterns via a Fusion Pattern
subclass of: Pattern

has corresponding pattern step
type: ObjectProperty
comment: Linking the corresponding step of a pattern workflow with a specific system component
domain: System Component
range: Workflow Template Process

Node2vec
type: Statistical Model
type: NamedIndividual
broader: Deep Learning model

Finance/Business
type: Application Domain
type: NamedIndividual
broader: Geography & Economics

has symbol usage
type: ObjectProperty
comment: Linking system to symbol usage
domain: System
range: Symbol Usage

Framester
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: RDF
resource size: More than 1M
resource type: Knowledge Graph

has KR step 1
type: ObjectProperty
domain: System
range: KR Component
sub property of: has KR step

DrugBank
type: Semantic Web Resource
type: NamedIndividual
Resource Formalism: XML
Resource Formalism: JSON
Resource Formalism: CSV
resource size: 10K-100K
resource type: Knowledge Graph

MeSH
type: NamedIndividual
type: Semantic Web Resource
alternative label: [Medical Subject Headings]
Resource Formalism: RDF
Resource Formalism: XML
Resource Formalism: Others Formalisms
resource size: 100K-500K
resource type: Thesaurus

Semantic-Web Machine Learning System (SWeMLS) Ontology
type: Ontology
contributor: Andreas Ekelhart
contributor: Andreaa Iana
contributor: Jan Portisch
contributor: Heiko Paulheim
contributor: Frank van Harmelen
contributor: Artem Revenko
contributor: Annette ten Teije
created: 2021-11-30
creator: Majlinda Llugiqi
creator: Fajar J. Ekaputra
creator: Laura Waltersdorfer
creator: Marta Sabou
creator: Anna Breit
description: An ontology to describe a Semantic-Web Machine Learning System (SWeMLS)
license: https://creativecommons.org/licenses/by/4.0
modified: 2022-12-01
preferred namespace prefix: swemls
preferred namespace uri: https://w3id.org/semsys/ns/swemls#
imports: core#
imports: ontology
imports: p-plan#
version info: 1.0

Human Culture & Education
type: Application Domain
type: NamedIndividual

Conference Paper
type: Paper Type
type: NamedIndividual

Query Rewriting Algorithm (REQUIEM)
type: Processing Engine
type: NamedIndividual

WikiMovies
type: Semantic Web Resource
type: NamedIndividual
broader: Wikidata
resource size: 500K-1M
resource type: Knowledge Graph

has ML step 4
type: ObjectProperty
domain: System
range: ML Component
sub property of: has ML step

Word Sense Disambiguation
type: Task
type: NamedIndividual
broader: NLP - Annotation

Fraud Detection
type: Task
type: NamedIndividual
broader: Other Tasks

YAGO3
type: Semantic Web Resource
type: NamedIndividual
broader: YAGO
Resource Formalism: OWL
resource size: More than 1M
resource type: Linked Dataset

FB15k
type: Semantic Web Resource
type: NamedIndividual
broader: Facebook dataset
resource size: 100K-500K
resource type: Knowledge Graph

IDO
type: Semantic Web Resource
type: NamedIndividual
alternative label: [Infectious Diseases Ontology]
Resource Formalism: OWL
resource size: Less than 500
resource type: Ontology

Missing Info
type: Resource Type
type: NamedIndividual