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Copy pathDMOPv5.6_under_development.owl
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DMOPv5.6_under_development.owl
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<?xml version="1.0"?>
<!DOCTYPE rdf:RDF [
<!ENTITY owl "http://www.w3.org/2002/07/owl#" >
<!ENTITY swrl "http://www.w3.org/2003/11/swrl#" >
<!ENTITY dc "http://purl.org/dc/elements/1.1/" >
<!ENTITY swrlb "http://www.w3.org/2003/11/swrlb#" >
<!ENTITY xsd "http://www.w3.org/2001/XMLSchema#" >
<!ENTITY owlapi "http://www.semanticweb.org/owlapi#" >
<!ENTITY rdfs "http://www.w3.org/2000/01/rdf-schema#" >
<!ENTITY rdf "http://www.w3.org/1999/02/22-rdf-syntax-ns#" >
<!ENTITY DOLCE-Lite "http://www.loa-cnr.it/ontologies/DOLCE-Lite.owl#" >
<!ENTITY PD "http://www.e-lico.eu/ontologies/dmo/DMOP/PD.owl#" >
<!ENTITY ExtendedDnS "http://www.loa-cnr.it/ontologies/ExtendedDnS.owl#" >
<!ENTITY DMKB "http://www.e-lico.eu/ontologies/dmo/DMOP/DMKB.owl#" >
<!ENTITY DMOP "http://www.e-LICO.eu/ontologies/dmo/DMOP/DMOP.owl#" >
]>
<rdf:RDF xmlns="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#"
xml:base="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl"
xmlns:dc="http://purl.org/dc/elements/1.1/"
xmlns:DOLCE-Lite="http://www.loa-cnr.it/ontologies/DOLCE-Lite.owl#"
xmlns:DMOP="http://www.e-LICO.eu/ontologies/dmo/DMOP/DMOP.owl#"
xmlns:owlapi="http://www.semanticweb.org/owlapi#"
xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#"
xmlns:swrl="http://www.w3.org/2003/11/swrl#"
xmlns:xsd="http://www.w3.org/2001/XMLSchema#"
xmlns:owl="http://www.w3.org/2002/07/owl#"
xmlns:swrlb="http://www.w3.org/2003/11/swrlb#"
xmlns:PD="http://www.e-lico.eu/ontologies/dmo/DMOP/PD.owl#"
xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
xmlns:DMKB="http://www.e-lico.eu/ontologies/dmo/DMOP/DMKB.owl#"
xmlns:ExtendedDnS="http://www.loa-cnr.it/ontologies/ExtendedDnS.owl#">
<owl:Ontology rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl">
<owl:priorVersion rdf:datatype="&xsd;string">v5.4 (2014-03-04)</owl:priorVersion>
<owl:versionInfo rdf:datatype="&xsd;string">v5.5 (d.d. 11-11-2014)</owl:versionInfo>
<dc:contributor>Editors/Major Contributors: Melanie Hilario, Maria Keet, Agnieszka Lawrynowicz, Claudia d'Amato
Other Contributors: Huyen Do, Simon Fischer,Dragan Gamberger, Lina Al-Jadir, Simon Jupp, Alexandros Kalousis, Petra Kralj.Novak, Babak Mougouie, Phong Nguyen, Raul Palma, Robert Stevens, Anze Vavpetic, Jun Wang, Derry Wijaya, Adam Woznica</dc:contributor>
<dc:title>e-lico Data Mining Ontology (DMO) for Data Mining Optimization (DMOP)</dc:title>
<dc:creator>Melanie.Hilario (v0.1 created Mar 2009)</dc:creator>
<owl:imports rdf:resource="http://www.e-LICO.eu/ontologies/dmo/DMOP/DMOPobsolete.owl"/>
</owl:Ontology>
<!--
///////////////////////////////////////////////////////////////////////////////////////
//
// Annotation properties
//
///////////////////////////////////////////////////////////////////////////////////////
-->
<owl:AnnotationProperty rdf:about="&dc;creator"/>
<owl:AnnotationProperty rdf:about="&rdfs;label"/>
<owl:AnnotationProperty rdf:about="&owlapi;nodeID"/>
<owl:AnnotationProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#tsiss"/>
<owl:AnnotationProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#definition"/>
<owl:AnnotationProperty rdf:about="&rdfs;comment"/>
<owl:AnnotationProperty rdf:about="&owl;versionInfo"/>
<owl:AnnotationProperty rdf:about="&rdfs;seeAlso"/>
<owl:AnnotationProperty rdf:about="&dc;contributor"/>
<owl:AnnotationProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#primaryReference"/>
<owl:AnnotationProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#internalComment"/>
<owl:AnnotationProperty rdf:about="&dc;title"/>
<owl:AnnotationProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#latexFormula"/>
<!--
///////////////////////////////////////////////////////////////////////////////////////
//
// Datatypes
//
///////////////////////////////////////////////////////////////////////////////////////
-->
<!-- http://www.w3.org/2001/XMLSchema#anyType -->
<rdfs:Datatype rdf:about="&xsd;anyType"/>
<!--
///////////////////////////////////////////////////////////////////////////////////////
//
// Object Properties
//
///////////////////////////////////////////////////////////////////////////////////////
-->
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#achieves -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#achieves">
<definition>achieves: an Operation O achieves a Task T indicates that the operation achieves the task addressed by the operator or the workflow executed by the operation.</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Operation"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Task"/>
<owl:propertyChainAxiom rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#realizes"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#addresses"/>
</owl:propertyChainAxiom>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#addresses -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#addresses">
<definition>addresses: an algorithm A addresses a task T == A specifies a way of performing T. </definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Task"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#assumes -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#assumes">
<definition>assumes: an object property that connects an algorithm to one or several of its assumptions. If these assumptions are not met, the algorithm will not produce the expected results or may not even run at all.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#AlgorithmAssumption"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#InductionAlgorithm"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#executes -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#executes">
<definition>executes: an Operation (or process) P executes an Operator (or ground workflow) O == P is the process of running O to achieve the task for which O was designed. </definition>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Operation"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Process"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#handlesFeatureType -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#handlesFeatureType">
<definition>handlesFeatureType: a DM algorithm A expectsFeatureType T (a DataType) == A can handle only dataset features or variables of type T. Typically these features can be of type categorical, real (continuous) or, more rarely, ordinal.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataType"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DistanceOrSimilarityFunction"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasAlgorithmComponent -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasAlgorithmComponent">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<owl:Class>
<owl:oneOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#None"/>
</owl:oneOf>
</owl:Class>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasCombinationFunction -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasCombinationFunction">
<definition>hasCombinationFunction: a model evaluation function may comprise two components (typically a performance measure and a complexity measure) whose trade-off is regulated by a combination function (often, their sum or product) and their relative weights.
</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#CombinationFunction"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#RegularizedClassificationModelEvalFunction"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComplexityComponent -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComplexityComponent">
<definition>hasComplexityComponent: A model evaluation function E hasComplexityComponent F (a model complexity function). A learning algorithm's cost function is often composed of two components: a loss component (that quantifies the estimated error of the algorithm) and a complexity component (that quantifies the complexity of the model produced by the algorithm. These two components are not always present. The property "hasComplexityComponent" takes a value other than "None" when the cost function comprises some estimation of model complexity.</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ModelEvaluationFunction"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ModelComplexityFunction"/>
<owl:Class>
<owl:oneOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#None"/>
</owl:oneOf>
</owl:Class>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent">
<definition>hasComponent is a subproperty of hasPart that represents the component-integral object relationship identified by Winston et al. (1987) and Odell (1994). It defines a configuration of parts within a whole, i.e., the parts bear a particular functional or structural relationshop to one another as well as to the whole.
M. E. Winston, R. Chaffin, D. Hermann. A taxonomy of part-whole relations. Cognitive Science 11, 417-444 (1987).
J. J. Odell, Six different kinds of composition. Journal Of Object-Oriented Programming 5, 10-15 (1994).</definition>
<rdfs:subPropertyOf rdf:resource="&DOLCE-Lite;part"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComputationalComplexityFunction -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComputationalComplexityFunction">
<definition>The computational complexity of an algorithm</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ComputationalComplexityFunction"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasConstraint -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasConstraint">
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Constraint"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationProblem"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDataType -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDataType">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<definition>hasDataType: specifies the data type of a given data item. The range of this property is the DataType class, which is a hierarchy that overlaps with but is different from OWL's built-in set of datatypes.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataType"/>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Data"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Parameter"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionBoundary -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionBoundary">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<definition xml:lang="en">Relating a classification model to its decision boundary (it has at most one boundary), which can be, e.g., an arbitrary linear boundary or quadratic boundary. </definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ClassificationModel"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionBoundary"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionCriterion -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionCriterion">
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionCriterion"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionRule"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionRule -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionRule">
<definition>hasDecisionRule: see DecisionRule.</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionRule"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionStrategy"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionStrategy -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionStrategy">
<definition>hasDecisionStrategy: see DecisionStrategy.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionStrategy"/>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DiscreteOptimizationStrategy"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionTarget -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDecisionTarget">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionStrategy"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionTarget"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDensityEstimation -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDensityEstimation">
<rdfs:comment xml:lang="en">See: ProbabiltyDensityEstimation</rdfs:comment>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ProbabilityDensityEstimation"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistanceFunction -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistanceFunction">
<rdfs:comment xml:lang="en">See: DistanceFunction</rdfs:comment>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistanceOrSimilarityFunction"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistanceOrSimilarityFunction -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistanceOrSimilarityFunction">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DistanceFunction"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SimilarityFunction"/>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistinctValue -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistinctValue">
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#CategoricalFeatureValue"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Feature"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistributionParameter -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistributionParameter">
<rdfs:comment>hasDistributionParameter: The distribution parameters of a Normal density estimate are an N x D Gauss-MeanVector and a D x D Gauss-CovarianceMatrix.</rdfs:comment>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DistributionParameter"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ParametricDensityEstimation"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDualForm -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDualForm">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ContinuousOptimizationProblem"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationProblem"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasEvaluationFunction -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasEvaluationFunction">
<definition xml:lang="en">Relates an algorithm to its evaluation function (such as GiniIndex, LaplaceAccuracy, PearsonsRho)</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#EvaluationFunction"/>
<owl:propertyChainAxiom rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasAlgorithmComponent"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasEvaluationFunction"/>
</owl:propertyChainAxiom>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasFeature -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasFeature">
<definition>hasFeature: links a DataSet or DataTable to any of its component features.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Feature"/>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataSet"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataTable"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
<owl:propertyChainAxiom rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasMainTable"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasFeature"/>
</owl:propertyChainAxiom>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasFeatureEvaluator -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasFeatureEvaluator">
<definition>hasFeatureEvaluator designates the algorithm used by a feature selection algorithm to measure the quality of the candidate features, either individually or as feature subsets.</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#FeatureSelectionAlgorithm"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#FeatureWeightingAlgorithm"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SupervisedInductionAlgorithm"/>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasFeatureTestEvaluator -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasFeatureTestEvaluator">
<rdfs:comment>hasFeatureTestEvaluator: For decision trees and rules, the criterion used to select the feature to use in the next tree node or rule condition. Aka split criterion.</rdfs:comment>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ClassificationRuleInductionAlgorithm"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ClassificationTreeInductionAlgorithm"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasHypothesisComplexityControlStrategy -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasHypothesisComplexityControlStrategy">
<definition>hasHypothesisComplexityControlStrategy: A classification modeling algorithm A hasComplexityControlStrategy S == A follows strategy S to restrict the complexity of the learned hypothesis (model or pattern set) and thus avoid overfitting.</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#InductionAlgorithm"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#HypothesisComplexityControlStrategy"/>
<owl:Class>
<owl:oneOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#None"/>
</owl:oneOf>
</owl:Class>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasHypothesisStructure -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasHypothesisStructure">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<definition xml:lang="en">To record specific details about a DM-Hypothesis; e.g., that the hypothesis may be probabilistic or not</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Hypothesis"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#HypothesisStructure"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasInput -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasInput">
<definition xml:lang="en">To relate the data or model that is taken as input to a DM-Operation or DM-Process; see also specifiesInputClass</definition>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Operation"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Process"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Data"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Model"/>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasInstance -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasInstance">
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Instance"/>
<rdfs:subPropertyOf rdf:resource="&ExtendedDnS;member"/>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataSet"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataTable"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
<owl:propertyChainAxiom rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasMainTable"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasInstance"/>
</owl:propertyChainAxiom>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasKernelFunction -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasKernelFunction">
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#KernelFunction"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SVC-Algorithm"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSimilarityFunction"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasLeafPredictor -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasLeafPredictor">
<definition>hasLeafPredictor: In a decision tree, the predictive model (classifier or regressor) that predicts the value of the target variable for all the instances grouped in a specific leaf. This can be the default classifier (majority rule) or regressor (mean value rule) as in CART or a learned model, e.g. a NaiveBayes classifier in NBTree.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#IO-Class"/>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ClassificationTreeInductionAlgorithm"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#RegressionTreeInductionAlgorithm"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasMainTable -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasMainTable">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataSet"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataTable"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTable"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasModalValue -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasModalValue">
<definition>hasModalValue: refers to the value of a categorical feature that appears most frequently in a given dataset.</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#CategoricalFeature"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#CategoricalFeatureValue"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasModelComplexityMeasure -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasModelComplexityMeasure">
<rdfs:comment xml:lang="en">See: ModelComplexityMeasure</rdfs:comment>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Hypothesis"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ModelComplexityMeasure"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasObjectiveFunction -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasObjectiveFunction">
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#MathematicalFunction"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationProblem"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOptimalityLevel -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOptimalityLevel">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<definition xml:lang="en">To record the level (optimal or sub-optimal) of an optimisation strategy</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Optimal-Suboptimal"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationStrategy"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOptimizationGoal -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOptimizationGoal">
<definition xml:lang="en">To record the goal (minimising or maximising it) of an optimisation problem</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Minimize-Maximize"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationProblem"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOptimizationProblem -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOptimizationProblem">
<definition>hasOptimizationProblem: designates the optimization problem solved by a data mining algorithm in order to achieve its task (in particular induction and feature extraction). See OptimizationProblem.</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationProblem"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOptimizationStrategy -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOptimizationStrategy">
<definition>hasOptimizationStrategy refers to the optimization strategy adopted by a data mining algorithm to solve its optimization problem. Related concepts: OptimizationStrategy, OptimizationProblem.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationStrategy"/>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Operator"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOutput -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasOutput">
<definition xml:lang="en">Given (the execution of) a DM-Operation or DM-Process, it’s output is either data, a hypothesis or a hypothesis evaluation measure; see also specifiesOutputClass </definition>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Data"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Hypothesis"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#HypothesisEvaluationMeasure"/>
</owl:unionOf>
</owl:Class>
</rdfs:range>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Operation"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Process"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasParameter -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasParameter">
<definition xml:lang="en">See: Parameter. something (e.g., an algorithm or model) has a range of (optional) parameters to characterise it, such as number of clusters and variance threshold. </definition>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Parameter"/>
<owl:Class>
<owl:oneOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#None"/>
</owl:oneOf>
</owl:Class>
</owl:unionOf>
</owl:Class>
</rdfs:range>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Model"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Operator"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#MathematicalFunction"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasParameterRole -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasParameterRole">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OperatorParameter"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasParameterSetting -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasParameterSetting">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Operation"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OpParameterSetting"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasPerformanceComponent -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasPerformanceComponent">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#EvaluationFunction"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#HypothesisEvaluationFunction"/>
<owl:Class>
<owl:oneOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#None"/>
</owl:oneOf>
</owl:Class>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasPostprocessor -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasPostprocessor">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ModelingAlgorithm"/>
<rdfs:subPropertyOf rdf:resource="&owl;topObjectProperty"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ModelProcessingAlgorithm"/>
<owl:Class>
<owl:oneOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#None"/>
</owl:oneOf>
</owl:Class>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasPreprocessor -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasPreprocessor">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ModelingAlgorithm"/>
<rdfs:subPropertyOf rdf:resource="&owl;topObjectProperty"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataProcessingAlgorithm"/>
<owl:Class>
<owl:oneOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#None"/>
</owl:oneOf>
</owl:Class>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasRecoveryOfPursuit -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasRecoveryOfPursuit">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<rdfs:comment>hasRecoveryOfPursuit: a property that relates a heuristic search algorithm to a value set named after Pearl's (1984, p. 65) "recovery of pursuit, which can be described as either tentative or Irrevocable.See the concept RecoveryOfPursuit.</rdfs:comment>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#RecoveryOfPursuit"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SearchStrategy"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasRelationalOperator -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasRelationalOperator">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionRule"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#RelOp"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasScopeOfSelection -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasScopeOfSelection">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<rdfs:comment>hasScopeOfSelection:a dimension along which Pearl (1984) describes search algorithms. At one extreme, certain search algorithms select from all available candidates (in a graph-based search, all open nodes); algorithms at the other extreme evaluate and select only from the most recent candidates (e.g. the successors of the current node).</rdfs:comment>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#ScopeOfSelection"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SearchStrategy"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSearchDirection -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSearchDirection">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<definition>hasSearchDirection: refers to the direction in which a search procedure is conducted: forward, backward, bidirectional or random.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SearchDirection"/>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#FeatureSelectionAlgorithm"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationStrategy"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSearchGuidance -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSearchGuidance">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<definition xml:lang="en">To record the guidance for the search (currently: blind or informed it) of search strategy</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Blind-Informed"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SearchStrategy"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSelfTunedHyperParameter -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSelfTunedHyperParameter">
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#NNParameter"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SelfConfiguringNNAlgorithm"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasParameter"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSimilarityFunction -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSimilarityFunction">
<rdfs:comment>hasSimilarityFunction: designates the similarity function (Kernel) used by a data mining algorithm.</rdfs:comment>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#SimilarityFunction"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasDistanceOrSimilarityFunction"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSink -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSink">
<rdfs:comment xml:lang="en">IO objects are source or sink</rdfs:comment>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#IO-Object"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSource -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSource">
<rdfs:comment xml:lang="en">see: hasSink</rdfs:comment>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#IO-Object"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasStopCriterion -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasStopCriterion">
<definition xml:lang="en">a property of DM-Algorithm, that has as stop criterion some EvaluationFunction</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#EvaluationFunction"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSubprocess -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasSubprocess">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Process"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Process"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTable -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTable">
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataSet"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataTable"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTableFormat -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTableFormat">
<definition xml:lang="en">To record the table format of a data table</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataTable"/>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#TableFormat"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTargetFeature -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTargetFeature">
<definition>hasTargetFeature: specifies which, among the values of hasFeature, is the outcome or response variable/feature. This is applicable only to labeled datasets, where labels can be continuous or categorical.</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Feature"/>
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasFeature"/>
<owl:propertyChainAxiom rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasMainTable"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTargetFeature"/>
</owl:propertyChainAxiom>
<rdfs:domain>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataSet"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DataTable"/>
</owl:unionOf>
</owl:Class>
</rdfs:domain>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTargetLearner -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasTargetLearner">
<definition>hasTargetLearner: designates the induction algorithm for which a given feature processing algorithm is deemed most appropriate, if any.</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#FeatureWeightingAlgorithm"/>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#InductionAlgorithm"/>
<owl:Class>
<owl:oneOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#None"/>
</owl:oneOf>
</owl:Class>
</owl:unionOf>
</owl:Class>
</rdfs:range>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasUncertaintyLevel -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasUncertaintyLevel">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<definition xml:lang="en">To record the level of uncertainty of an optimisation strategy (currently: deterministic or stochastic</definition>
<rdfs:range rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#Deterministic-Stochastic"/>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#OptimizationStrategy"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasValueDomain -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasValueDomain">
<definition xml:lang="en">Decision rules have a particular value domain, such as a mathematical function or a SingleFeatureWeight of a MaxFeatureWeight
</definition>
<rdfs:domain rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DecisionRule"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasVariable -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasVariable">
<rdfs:subPropertyOf rdf:resource="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#hasComponent"/>
</owl:ObjectProperty>
<!-- http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#implements -->
<owl:ObjectProperty rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#implements">
<definition xml:lang="en">a DM-Operator or its parameter implements an algorithm or an algorithm parameter (respectively)</definition>
<rdfs:range>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#AlgorithmParameter"/>
<rdf:Description rdf:about="http://www.e-lico.eu/ontologies/dmo/DMOP/DMOP.owl#DM-Algorithm"/>
</owl:unionOf>