https://mtp.linked.solutions/
http://xmlns.com/foaf/0.1/topic	https://mtp.linked.solutions/mls
http://purl.org/dc/elements/1.1/relation
http://purl.org/dc/terms/description	Recommended best practice is to identify the related resource by means of a string conforming to a formal identification system.
http://www.w3.org/2000/01/rdf-schema#label	Relation
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	A related resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#relation-006
http://purl.org/dc/terms/issued	1999-07-02
http://www.w3.org/ns/mls#Software
http://purl.org/dc/terms/description	Software is implemented computer programs, procedures, scripts or rules with associated documentation, possibly constituting an organized environment, stored in read/write memory for the purpose of being executed within a computer system.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Software is implemented computer programs, procedures, scripts or rules with associated documentation, possibly constituting an organized environment, stored in read/write memory for the purpose of being executed within a computer system.
http://www.w3.org/2000/01/rdf-schema#subClassOf	_:0
	http://www.w3.org/ns/mls#InformationEntity
http://purl.org/dc/elements/1.1/language
http://purl.org/dc/terms/description	Recommended best practice is to use a controlled vocabulary such as RFC 4646 [RFC4646].
http://www.w3.org/2000/01/rdf-schema#label	Language
http://www.w3.org/2000/01/rdf-schema#seeAlso	http://www.ietf.org/rfc/rfc4646.txt
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	A language of the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#language-007
http://purl.org/dc/terms/issued	1999-07-02
http://www.w3.org/ns/mls#
http://purl.org/dc/terms/description	ML-Schema is a collaborative, community effort with a mission to develop, maintain, and promote standard schemas for data mining and machine learning algorithms, datasets, and experiments
http://protege.stanford.edu/plugins/owl/protege#defaultLanguage	EN
http://www.w3.org/2002/07/owl#versionIRI	http://www.w3.org/2016/03/mls#
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Ontology
http://purl.org/dc/terms/title	Machine Learning Schema
http://purl.org/dc/terms/hasVersion	1.0
http://www.w3.org/2004/02/skos/core#note
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#AnnotationProperty
http://purl.org/dc/terms/issued
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#AnnotationProperty
http://www.w3.org/ns/mls#Dataset
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#Data
http://purl.org/dc/terms/description
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#AnnotationProperty
http://purl.org/dc/elements/1.1/publisher
http://purl.org/dc/terms/description	Examples of a Publisher include a person, an organization, or a service. Typically, the name of a Publisher should be used to indicate the entity.
http://www.w3.org/2000/01/rdf-schema#label	Publisher
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	An entity responsible for making the resource available.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#publisher-006
http://purl.org/dc/elements/1.1/date
http://purl.org/dc/terms/description	Date may be used to express temporal information at any level of granularity. Recommended best practice is to use an encoding scheme, such as the W3CDTF profile of ISO 8601 [W3CDTF].
http://www.w3.org/2000/01/rdf-schema#label	Date
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	A point or period of time associated with an event in the lifecycle of the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#date-006
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/elements/1.1/title
http://www.w3.org/2000/01/rdf-schema#label	Title
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	A name given to the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#title-006
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/hasVersion
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#AnnotationProperty
http://purl.org/dc/elements/1.1/description
http://purl.org/dc/terms/description	Description may include but is not limited to: an abstract, a table of contents, a graphical representation, or a free-text account of the resource.
http://www.w3.org/2000/01/rdf-schema#label	Description
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	An account of the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#description-006
http://purl.org/dc/terms/modified	2008-01-14
http://www.w3.org/ns/mls#FeatureCharacteristic
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#DataCharacteristic
http://purl.org/dc/elements/1.1/format
http://purl.org/dc/terms/description	Examples of dimensions include size and duration. Recommended best practice is to use a controlled vocabulary such as the list of Internet Media Types [MIME].
http://www.w3.org/2000/01/rdf-schema#label	Format
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	The file format, physical medium, or dimensions of the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#format-007
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/elements/1.1/rights
http://purl.org/dc/terms/description	Typically, rights information includes a statement about various property rights associated with the resource, including intellectual property rights.
http://www.w3.org/2000/01/rdf-schema#label	Rights
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	Information about rights held in and over the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#rights-006
http://purl.org/dc/terms/publisher
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#AnnotationProperty
http://www.w3.org/2001/XMLSchema#date
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2000/01/rdf-schema#Datatype
http://purl.org/dc/elements/1.1/subject
http://purl.org/dc/terms/description	Typically, the subject will be represented using keywords, key phrases, or classification codes. Recommended best practice is to use a controlled vocabulary.
http://www.w3.org/2000/01/rdf-schema#label	Subject
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	The topic of the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/modified	2012-06-14
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#subject-007
http://purl.org/dc/elements/1.1/identifier
http://purl.org/dc/terms/description	Recommended best practice is to identify the resource by means of a string conforming to a formal identification system.
http://www.w3.org/2000/01/rdf-schema#label	Identifier
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	An unambiguous reference to the resource within a given context.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#identifier-006
http://purl.org/dc/terms/modified
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#AnnotationProperty
http://purl.org/dc/elements/1.1/coverage
http://purl.org/dc/terms/description	Spatial topic and spatial applicability may be a named place or a location specified by its geographic coordinates. Temporal topic may be a named period, date, or date range. A jurisdiction may be a named administrative entity or a geographic place to which the resource applies. Recommended best practice is to use a controlled vocabulary such as the Thesaurus of Geographic Names [TGN]. Where appropriate, named places or time periods can be used in preference to numeric identifiers such as sets of coordinates or date ranges.
http://www.w3.org/2000/01/rdf-schema#label	Coverage
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#coverage-006
http://purl.org/dc/terms/modified	2008-01-14
http://www.w3.org/ns/mls#EvaluationSpecification
http://purl.org/dc/terms/description	EvaluationSpecification is a specification of an evaluation measure and an evaluation procedure to assess the performance of the process that realizes the task.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	EvaluationProcedure is a technique to evaluate machine learning models. Examples are cross-validation and leave-one-out.
http://www.w3.org/2000/01/rdf-schema#subClassOf	_:1
	_:2
	_:3
	http://www.w3.org/ns/mls#InformationEntity
http://purl.org/dc/elements/1.1/type
http://purl.org/dc/terms/description	Recommended best practice is to use a controlled vocabulary such as the DCMI Type Vocabulary [DCMITYPE]. To describe the file format, physical medium, or dimensions of the resource, use the Format element.
http://www.w3.org/2000/01/rdf-schema#label	Type
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	The nature or genre of the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#type-006
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/elements/1.1/creator
http://purl.org/dc/terms/description	Examples of a Creator include a person, an organization, or a service. Typically, the name of a Creator should be used to indicate the entity.
http://www.w3.org/2000/01/rdf-schema#label	Creator
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	An entity primarily responsible for making the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#creator-006
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/elements/1.1/source
http://purl.org/dc/terms/description	The described resource may be derived from the related resource in whole or in part. Recommended best practice is to identify the related resource by means of a string conforming to a formal identification system.
http://www.w3.org/2000/01/rdf-schema#label	Source
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	A related resource from which the described resource is derived.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/issued	1999-07-02
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#source-006
http://www.w3.org/ns/mls#Study
http://purl.org/dc/terms/description	Study is a collection of runs that belong together to do some kind of analysis on its results. This analysis can be general or very specific (e.g. a hypothesis test). Can be linked to files, data, that belong to it.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Study is a collection of runs that belong together to do some kind of analysis on its results. This analysis can be general or very specific (e.g. a hypothesis test). Can be linked to files, data, that belong to it.
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#Process
	_:4
http://www.w3.org/ns/mls#Feature
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#Data
http://www.w3.org/ns/mls#DatasetCharacteristic
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#DataCharacteristic
http://purl.org/dc/terms/title
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#AnnotationProperty
http://purl.org/dc/elements/1.1/contributor
http://purl.org/dc/terms/description	Examples of a Contributor include a person, an organization, or a service. Typically, the name of a Contributor should be used to indicate the entity.
http://www.w3.org/2000/01/rdf-schema#label	Contributor
http://www.w3.org/2000/01/rdf-schema#isDefinedBy	http://purl.org/dc/elements/1.1/
http://www.w3.org/2000/01/rdf-schema#comment	An entity responsible for making contributions to the resource.
http://www.w3.org/2004/02/skos/core#note	A second property with the same name as this property has been declared in the dcterms: namespace (http://purl.org/dc/terms/). See the Introduction to the document "DCMI Metadata Terms" (http://dublincore.org/documents/dcmi-terms/) for an explanation.
http://purl.org/dc/terms/modified	2008-01-14
http://purl.org/dc/terms/hasVersion	http://dublincore.org/usage/terms/history/#contributor-006
http://purl.org/dc/terms/issued	1999-07-02
http://www.w3.org/ns/mls#Process
http://www.w3.org/2000/01/rdf-schema#label	Process
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/ns/mls#Experiment
http://purl.org/dc/terms/description	Experiment is a collection of runs.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Experiment is a collection of runs.
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#Process
	_:5
http://www.w3.org/ns/mls#DataCharacteristic
http://purl.org/dc/terms/description	DataCharacteristic is a distinguishing quality or property that distinguish one data from another. Such characteristics are often statistical ones (e.g., the number of instances or the number of features of a data set). They may be also informationtheoretic measures (e.g., class entropy of a categorical data set) or geometric measures of data complexity (e.g., the highest discriminatory power of any single feature in the data set).
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	DataCharacteristic is a distinguishing quality or property that distinguish one data from another. Such characteristics are often statistical ones (e.g., the number of instances or the number of features of a data set). They may be also informationtheoretic measures (e.g., class entropy of a categorical data set) or geometric measures of data complexity (e.g., the highest discriminatory power of any single feature in the data set).
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#Quality
http://www.w3.org/ns/mls#HyperParameter
http://purl.org/dc/terms/description	Hyperparameter is a prior parameter of an implementation, i.e., a parameter which is set before its execution (e.g. C, the complexity parameter, in weka.SMO).
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Hyperparameter is a prior parameter of an implementation, i.e., a parameter which is set before its execution (e.g. C, the complexity parameter, in weka.SMO).
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#InformationEntity
https://mtp.linked.solutions/mls
http://purl.org/dc/terms/source	https://github.com/linked-solutions/prefix.cc-harvest/master
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Ontology
http://purl.org/vocab/vann/preferredNamespaceUri	http://www.w3.org/ns/mls#
http://purl.org/vocab/vann/preferredNamespacePrefix	mls
http://rdfs.org/ns/void#triples	359
_:6
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Algorithm
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#realizes
http://www.w3.org/ns/mls#ModelEvaluation
http://purl.org/dc/terms/description	ModelEvaluation is a setting of a value of the performance measure specified by the evaluation specification. It connects a measure specification with its value.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	ModelEvaluation is a setting of a value of the performance measure specified by the evaluation specification. It connects a measure specification with its value.
http://www.w3.org/2000/01/rdf-schema#subClassOf	_:7
	_:8
	http://www.w3.org/ns/mls#InformationEntity
http://www.w3.org/ns/mls#executes
http://purl.org/dc/terms/description	A relation between a run and an implemantation that is being executed during the run.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between a run and an implemantation that is being executed during the run.
http://www.w3.org/2000/01/rdf-schema#subPropertyOf	http://www.w3.org/2002/07/owl#topObjectProperty
_:9
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#ModelCharacteristic
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasQuality
_:4
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Experiment
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasPart
_:10
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Algorithm
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#implements
http://www.w3.org/ns/mls#hasOutput
http://purl.org/dc/terms/description	A relation between a run and either a model or model evaluation that is produced on it’s output.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between a run and either a model or model evaluation that is produced on it’s output.
_:11
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Model
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasOutput
_:3
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#EvaluationMeasure
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasPart
http://www.w3.org/ns/mls#InformationEntity
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
_:12
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Task
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#achieves
http://www.w3.org/ns/mls#HyperParameterSetting
http://purl.org/dc/terms/description	HyperParameterSetting is an entity which connects a hyperparameter and its value that is being set before an implementation execution.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	HyperParameterSetting is an entity which connects a hyperparameter and its value that is being set before an implementation execution.
http://www.w3.org/2000/01/rdf-schema#subClassOf	_:13
	_:14
	http://www.w3.org/ns/mls#InformationEntity
http://www.w3.org/ns/mls#Implementation
http://purl.org/dc/terms/description	Implementation is an executable implementation of a machine learning algorithm, a script, or a workflow. It is versioned, and sometimes belongs to a library (e.g. WEKA).
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Implementation is an executable implementation of a machine learning algorithm, a script, or a workflow. It is versioned, and sometimes belongs to a library (e.g. WEKA).
http://www.w3.org/2000/01/rdf-schema#subClassOf	_:15
	_:10
	_:16
	http://www.w3.org/ns/mls#InformationEntity
_:16
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#HyperParameter
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasHyperParameter
http://www.w3.org/ns/mls#EvaluationMeasure
http://purl.org/dc/terms/description	EvaluationMeasure is a measure to assess the performance of the model generated by the process that realizes the task. Examples are predictive accuracy or f-measure.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	EvaluationMeasure is a measure to assess the performance of the model generated by the process that realizes the task. Examples are predictive accuracy or f-measure.
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#InformationEntity
http://www.w3.org/ns/mls#Data
http://purl.org/dc/terms/description	Data is a data item composed of data examples and it may be of a various level of granularity and complexity. With regard to granularity, it can be a whole dataset (for instance, one main table and possibly other tables), or only a single table, or only a feature (e.g., a column of a table), or only an instance (e.g., row of a table), or a single feature-value pair. With regard to complexity, data examples are characterized by their datatype, which may be arbitrarily complex (e.g., instead of a table it can be an arbitrary graph).
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Data is a data item composed of data examples and it may be of a various level of granularity and complexity. With regard to granularity, it can be a whole dataset (for instance, one main table and possibly other tables), or only a single table, or only a feature (e.g., a column of a table), or only an instance (e.g., row of a table), or a single feature-value pair. With regard to complexity, data examples are characterized by their datatype, which may be arbitrarily complex (e.g., instead of a table it can be an arbitrary graph).
http://www.w3.org/2000/01/rdf-schema#subClassOf	_:17
	http://www.w3.org/ns/mls#InformationEntity
http://www.w3.org/ns/mls#ModelCharacteristic
http://purl.org/dc/terms/description	ModelCharacteristic is a distinguishing quality or property that distinguish one model from another. An example model characetristic may be interpretabilty or a complexity of the model.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	ModelCharacteristic is a distinguishing quality or property that distinguish one model from another. An example model characetristic may be interpretabilty or a complexity of the model.
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#Quality
_:8
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#EvaluationMeasure
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#specifiedBy
_:14
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/2000/01/rdf-schema#Literal
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasValue
http://www.w3.org/ns/mls#hasValue
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#DatatypeProperty
http://www.w3.org/ns/mls#Run
http://purl.org/dc/terms/description	Run is an execution of an implementation on a machine (computer). It is limited in time (has a start and end point), can be successful or failed.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Run is an execution of an implementation on a machine (computer). It is limited in time (has a start and end point), can be successful or failed.
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#Process
	_:18
	_:12
	_:19
	_:20
	_:11
	_:6
	_:21
http://www.w3.org/ns/mls#Algorithm
http://purl.org/dc/terms/description	The algorithm regardless software implementation.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	The algorithm regardless software implementation.
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#InformationEntity
http://www.w3.org/ns/mls#Task
http://purl.org/dc/terms/description	Task is a formal description of a process that needs to be completed (e.g. based on inputs and outputs). A Task is any piece of work that needs to be addressed in the data mining process. In ML Schema, it is defined based on data.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Task is a formal description of a process that needs to be completed (e.g. based on inputs and outputs). A Task is any piece of work that needs to be addressed in the data mining process. In ML Schema, it is defined based on data.
http://www.w3.org/2000/01/rdf-schema#subClassOf	_:22
	http://www.w3.org/ns/mls#InformationEntity
_:0
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Implementation
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasPart
http://www.w3.org/ns/mls#Model
http://purl.org/dc/terms/description	Model is a generalization of a set of training data able to predict values for unseen instances. It is an output from an execution of a data mining algorithm implementation. Models have a dual nature. They can be treated as data structures and as such represented, stored and manipulated. On the other hand, they act as functions and are executed, taking as input data examples and giving as output the result of applying the function to a data example. Models can also be divided into global or local ones. A global model has global coverage of a data set, i.e., it generalizes the whole data set. A local model, such as a pattern set, is a set of local hypotheses, i.e. each applies to a limited region of the data set.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	Model is a generalization of a set of training data able to predict values for unseen instances. It is an output from an execution of a data mining algorithm implementation. Models have a dual nature. They can be treated as data structures and as such represented, stored and manipulated. On the other hand, they act as functions and are executed, taking as input data examples and giving as output the result of applying the function to a data example. Models can also be divided into global or local ones. A global model has global coverage of a data set, i.e., it generalizes the whole data set. A local model, such as a pattern set, is a set of local hypotheses, i.e. each applies to a limited region of the data set.
http://www.w3.org/2000/01/rdf-schema#subClassOf	_:9
	http://www.w3.org/ns/mls#InformationEntity
_:22
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Data
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#definedOn
http://www.w3.org/ns/mls#specifiedBy
http://purl.org/dc/terms/description	A relation between an entity and the information content entity that specifies it.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between an entity and the information content entity that specifies it.
http://purl.org/dc/elements/1.1/
http://purl.org/dc/terms/publisher	http://purl.org/dc/aboutdcmi#DCMI
http://purl.org/dc/terms/title	Dublin Core Metadata Element Set, Version 1.1
http://purl.org/dc/terms/modified	2012-06-14
http://www.w3.org/ns/mls#Quality
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/ns/mls#ImplementationCharacteristic
http://purl.org/dc/terms/description	ImplementationCharacteristic is a distinguishing quality or property that distinguish one implementation from another.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	ImplementationCharacteristic is a distinguishing quality or property that distinguish one implementation from another.
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#Quality
_:1
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Task
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#defines
_:15
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#ImplementationCharacteristic
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasQuality
http://www.w3.org/ns/mls#hasQuality
http://purl.org/dc/terms/description	A relation between entities and their various characteristics.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between entities and their various characteristics.
_:20
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Data
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasInput
http://www.w3.org/ns/mls#hasInput
http://purl.org/dc/terms/description	A relation between a run and data that is taken as input to the run.
http://www.w3.org/2000/01/rdf-schema#label	hasInput
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between a run and data that is taken as input to the run.
http://www.w3.org/2000/01/rdf-schema#subPropertyOf	http://www.w3.org/2002/07/owl#topObjectProperty
_:21
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Implementation
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#executes
http://www.w3.org/ns/mls#hasHyperParameter
http://purl.org/dc/terms/description	A relation between an implementation of a machine learning algorithm and its hyperparameter.
http://www.w3.org/2000/01/rdf-schema#label	hasHyperParameter
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between an implementation of a machine learning algorithm and its hyperparameter.
http://www.w3.org/2000/01/rdf-schema#subPropertyOf	http://www.w3.org/2002/07/owl#topObjectProperty
_:18
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#HyperParameterSetting
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasInput
_:7
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/2000/01/rdf-schema#Literal
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasValue
http://www.w3.org/ns/mls#implements
http://purl.org/dc/terms/description	A relation between an information entity and a specification that it conforms to.
http://www.w3.org/2000/01/rdf-schema#label	implements
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between an information entity and a specification that it conforms to.
_:19
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#ModelEvaluation
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasOutput
http://www.w3.org/ns/mls#realizes
http://purl.org/dc/terms/description	A relation between a run and an algorithm, where the run realizes specifications formulated by the algorithm.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between a run and an algorithm, where the run realizes specifications formulated by the algorithm.
http://www.w3.org/2000/01/rdf-schema#subPropertyOf	http://www.w3.org/2002/07/owl#topObjectProperty
_:13
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#HyperParameter
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#specifiedBy
_:2
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#EvaluationProcedure
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasPart
_:5
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#Run
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasPart
http://www.w3.org/ns/mls#achieves
http://purl.org/dc/terms/description	A relation between a run and a task, where the run achieves specifications formulated by the task.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between a run and a task, where the run achieves specifications formulated by the task.
http://www.w3.org/ns/mls#definedOn
http://purl.org/dc/terms/description	A relation between a task and either the data or an evaluation specification pertinent to this task.
http://www.w3.org/2000/01/rdf-schema#label	definedOn
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation between a task and either the data or an evaluation specification pertinent to this task.
http://www.w3.org/2000/01/rdf-schema#subPropertyOf	http://www.w3.org/2002/07/owl#topObjectProperty
http://www.w3.org/ns/mls#EvaluationProcedure
http://purl.org/dc/terms/description	EvaluationProcedure is a technique to evaluate machine learning models. Examples are cross-validation and leave-one-out.
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Class
http://www.w3.org/2000/01/rdf-schema#comment	EvaluationProcedure is a technique to evaluate machine learning models. Examples are cross-validation and leave-one-out.
http://www.w3.org/2000/01/rdf-schema#subClassOf	http://www.w3.org/ns/mls#InformationEntity
http://www.w3.org/ns/mls#defines
http://www.w3.org/2002/07/owl#inverseOf	http://www.w3.org/ns/mls#definedOn
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
_:17
http://www.w3.org/2002/07/owl#someValuesFrom	http://www.w3.org/ns/mls#DataCharacteristic
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#Restriction
http://www.w3.org/2002/07/owl#onProperty	http://www.w3.org/ns/mls#hasQuality
http://www.w3.org/ns/mls#hasPart
http://purl.org/dc/terms/description	A relation which represents a part-whole relationship holding between an entity and its part.
http://www.w3.org/2000/01/rdf-schema#label	hasPart
http://www.w3.org/1999/02/22-rdf-syntax-ns#type	http://www.w3.org/2002/07/owl#ObjectProperty
http://www.w3.org/2000/01/rdf-schema#comment	A relation which represents a part-whole relationship holding between an entity and its part.