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<rdf:RDF xml:base="http://sw.opencyc.org/2008/06/10/concept/"
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  <owl:Ontology rdf:about="http://sw.opencyc.org/2008/06/10/concept/">
    <owl:versionInfo>2008/06/10</owl:versionInfo>
    <rdfs:comment xml:lang="en">

      OpenCyc Knowledge Base

      Copyright© 2001-2008 Cycorp, Inc., http://www.cyc.com/, Austin, TX, USA

      This file contains an OWL representation of information contained 
      in the OpenCyc Knowledge Base. The content of this OWL file is 
      licensed under the Creative Commons Attribution 3.0 license whose 
      text can be found at http://creativecommons.org/licenses/by/3.0/legalcode. 
      The content of this OWL file, including the OpenCyc content it represents, 
      constitutes the "Work" referred to in the Creative Commons license. The terms of 
      this license equally apply to, without limitation, renamings and other 
      logically equivalent reformulations of the content of this OWL file 
      (or portions thereof) in any natural or formal language, as well 
      as to derivations of this content or inclusion of it in other ontologies.

    </rdfs:comment>
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  <owl:AnnotationProperty rdf:about="http://sw.cyc.com/CycAnnotations_v1#externalID">
    <rdfs:label xml:lang="en">externalID</rdfs:label>
    <rdfs:comment xml:lang="en">
      A unique, language-neutral, variable-sized identifier
      for a concept that can be used to refer unambiguously to that concept across 
      OWL exports or across Cyc inference engines.
    </rdfs:comment>
    <rdf:type rdf:resource="http://www.w3.org/2002/07/owl#FunctionalProperty"/>
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  <owl:AnnotationProperty rdf:about="http://sw.cyc.com/CycAnnotations_v1#label">
    <rdfs:label xml:lang="en">label</rdfs:label>
    <rdfs:comment xml:lang="en">
      A natural-language representation for a concept that is both human 
      readable and readable by the Cyc inference engine. These terms are not 
      guaranteed to refer to the same concept across time but are guaranteed to
      be consistent within a particular OWL export. Use 'cycAnnot:externalID'
      for unambiguously referring to a concept across OWL exports or across Cyc
      inference engines.
    </rdfs:comment>
  </owl:AnnotationProperty>

  <owl:Class rdf:about="Mx4rgBzbIHYqQdmfo5QMiMv_Hw">
    <cycAnnot:label xml:lang="en">MachineLearning</cycAnnot:label>
    <rdfs:label xml:lang="en">machine learning</rdfs:label>
    <rdfs:comment xml:lang="en">A collection of events in which a program is running and it could develop new information (in some representational form) based on existing information. This collection is neutral on the success of the process.  Thus, if it may not generate any new information given a particular set of initial data.</rdfs:comment>
    <rdfs:subClassOf rdf:resource="Mx4rvViFUJwpEbGdrcN5Y29ycA"/>
    <rdf:type rdf:resource="Mx4rsptUGhfiQdmQ1dIv6htA7Q"/>
    <owl:sameAs rdf:resource="&cyc;Mx4rgBzbIHYqQdmfo5QMiMv_Hw"/>
    <owl:sameAs rdf:resource="http://dbpedia.org/resource/Machine_learning"/>
    <owl:sameAs rdf:resource="http://umbel.org/umbel/sc/MachineLearning"/>
    <owl:sameAs rdf:resource="&ocyc;Mx4rgBzbIHYqQdmfo5QMiMv_Hw"/>
    <wikipediaArticleURL>http://en.wikipedia.org/wiki/Machine_learning</wikipediaArticleURL>
  </owl:Class>

  <owl:Class rdf:about="Mx4rygYIHJp2EdqAAACQJw5drg">
    <rdfs:subClassOf rdf:resource="Mx4rgBzbIHYqQdmfo5QMiMv_Hw"/>
    <rdfs:label xml:lang="en">discriminative weight learning</rdfs:label>
    <rdfs:comment xml:lang="en">A specialization of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rgBzbIHYqQdmfo5QMiMv_Hw&quot; class=&quot;cyc_term&quot;&gt;MachineLearning&lt;/a&gt;.  Each instance of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rygYIHJp2EdqAAACQJw5drg&quot; class=&quot;cyc_term&quot;&gt;DiscriminativeWeightLearning&lt;/a&gt; is an event in which a computer program learns weights for formulas using a discriminative (as opposed to generative) algorithm.  (&amp;quot;Discriminative,&amp;quot; as it is being used here, is a technical term which we will not attempt to define in this comment.)  See also &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4r23ndqJp2EdqAAACQJw5drg&quot; class=&quot;cyc_term&quot;&gt;GenerativeWeightLearning&lt;/a&gt;.</rdfs:comment>
    <cycAnnot:label xml:lang="en">DiscriminativeWeightLearning</cycAnnot:label>
  </owl:Class>

  <owl:Class rdf:about="Mx4r23ndqJp2EdqAAACQJw5drg">
    <rdfs:subClassOf rdf:resource="Mx4rgBzbIHYqQdmfo5QMiMv_Hw"/>
    <rdfs:label xml:lang="en">generative weight learning</rdfs:label>
    <rdfs:comment xml:lang="en">A specialization of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rgBzbIHYqQdmfo5QMiMv_Hw&quot; class=&quot;cyc_term&quot;&gt;MachineLearning&lt;/a&gt;.  Each instance of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4r23ndqJp2EdqAAACQJw5drg&quot; class=&quot;cyc_term&quot;&gt;GenerativeWeightLearning&lt;/a&gt; is an event in which a computer program learns weights for formulas using a generative (as opposed to discriminative) algorithm.  (&amp;quot;Generative,&amp;quot; as it is being used here, is a technical term which we will not attempt to define in this comment.)  See also &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rygYIHJp2EdqAAACQJw5drg&quot; class=&quot;cyc_term&quot;&gt;DiscriminativeWeightLearning&lt;/a&gt;.</rdfs:comment>
    <cycAnnot:label xml:lang="en">GenerativeWeightLearning</cycAnnot:label>
  </owl:Class>

  <owl:Class rdf:about="Mx4rsRwlbnYqQdmH-vBvB21cqg">
    <rdfs:subClassOf rdf:resource="Mx4rgBzbIHYqQdmfo5QMiMv_Hw"/>
    <rdfs:comment xml:lang="en">A sub-collection of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rgBzbIHYqQdmfo5QMiMv_Hw&quot; class=&quot;cyc_term&quot;&gt;MachineLearning&lt;/a&gt; in which a particular program is trying to develop &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvViA-JwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;implies&lt;/a&gt; rules based on some body of knowledge.</rdfs:comment>
    <rdfs:label xml:lang="en">machine rule induction</rdfs:label>
    <cycAnnot:label xml:lang="en">MachineRuleInduction</cycAnnot:label>
  </owl:Class>

  <owl:Thing rdf:about="http://dbpedia.org/resource/Machine_learning">
    <cycAnnot:label xml:lang="en">MachineLearning</cycAnnot:label>
    <rdfs:label xml:lang="en">machine learning</rdfs:label>
    <rdfs:comment xml:lang="en">A collection of events in which a program is running and it could develop new information (in some representational form) based on existing information. This collection is neutral on the success of the process.  Thus, if it may not generate any new information given a particular set of initial data.</rdfs:comment>
  </owl:Thing>

  <owl:Class rdf:about="Mx4rvViFUJwpEbGdrcN5Y29ycA">
    <cycAnnot:label xml:lang="en">ComputerActivity</cycAnnot:label>
    <rdfs:label xml:lang="en">computer activity</rdfs:label>
    <rdfs:comment xml:lang="en">A collection of events, and a specialization of both &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvVioQZwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;Action&lt;/a&gt; and &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvVjpjZwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;PhysicalEvent&lt;/a&gt;. In each instance of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvViFUJwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;ComputerActivity&lt;/a&gt;, at least one instance of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvVjXzZwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;Computer&lt;/a&gt; is somehow involved. An instance of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvViAkpwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;Person&lt;/a&gt; may or may not be involved. (Instances of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvViFUJwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;ComputerActivity&lt;/a&gt; where no &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvViAkpwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;Person&lt;/a&gt; is involved fall under the more specialized collection &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvVj8AZwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;ComputerProcessRunning&lt;/a&gt;.) A wide variety of activities falls into this collection - from sending an email (see the more specialized collection &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvdMvgJwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;EMailSending&lt;/a&gt;), to scanning a set of ports (see &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rwPae0JwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;PortScan&lt;/a&gt;), to a computer crash (see &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvVjkXZwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;ComputerCrashing&lt;/a&gt;).</rdfs:comment>
  </owl:Class>

  <owl:DataProperty rdf:about="wikipediaArticleURL">
  </owl:DataProperty>

  <owl:Class rdf:about="&ocyc;Mx4rgBzbIHYqQdmfo5QMiMv_Hw">
    <cycAnnot:label xml:lang="en">MachineLearning</cycAnnot:label>
    <rdfs:label xml:lang="en">machine learning</rdfs:label>
    <rdfs:comment xml:lang="en">A collection of events in which a program is running and it could develop new information (in some representational form) based on existing information. This collection is neutral on the success of the process.  Thus, if it may not generate any new information given a particular set of initial data.</rdfs:comment>
  </owl:Class>

  <owl:Class rdf:about="&cyc;Mx4rgBzbIHYqQdmfo5QMiMv_Hw">
    <cycAnnot:label xml:lang="en">MachineLearning</cycAnnot:label>
    <rdfs:label xml:lang="en">machine learning</rdfs:label>
    <rdfs:comment xml:lang="en">A collection of events in which a program is running and it could develop new information (in some representational form) based on existing information. This collection is neutral on the success of the process.  Thus, if it may not generate any new information given a particular set of initial data.</rdfs:comment>
  </owl:Class>

  <owl:Thing rdf:about="http://umbel.org/umbel/sc/MachineLearning">
    <cycAnnot:label xml:lang="en">MachineLearning</cycAnnot:label>
    <rdfs:label xml:lang="en">machine learning</rdfs:label>
    <rdfs:comment xml:lang="en">A collection of events in which a program is running and it could develop new information (in some representational form) based on existing information. This collection is neutral on the success of the process.  Thus, if it may not generate any new information given a particular set of initial data.</rdfs:comment>
  </owl:Thing>

  <owl:Class rdf:about="Mx4rsptUGhfiQdmQ1dIv6htA7Q">
    <rdfs:label xml:lang="en">type of temporally stuff-like thing that is also a type of durative event</rdfs:label>
    <rdfs:comment xml:lang="en">A &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rHQdVmB_TEdaAAABQ2rksLw&quot; class=&quot;cyc_term&quot;&gt;SecondOrderCollection&lt;/a&gt;.  &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rsptUGhfiQdmQ1dIv6htA7Q&quot; class=&quot;cyc_term&quot;&gt;ProcessType&lt;/a&gt; is the collection intersection of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvVitN5wpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;TemporalStuffType&lt;/a&gt; and &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rwNyXxJwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;DurativeEventType&lt;/a&gt;; that is, a thing is an instance of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rsptUGhfiQdmQ1dIv6htA7Q&quot; class=&quot;cyc_term&quot;&gt;ProcessType&lt;/a&gt; if and only if it is an instance of both &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rvVitN5wpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;TemporalStuffType&lt;/a&gt; and &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rwNyXxJwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;DurativeEventType&lt;/a&gt;.  Instances of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rsptUGhfiQdmQ1dIv6htA7Q&quot; class=&quot;cyc_term&quot;&gt;ProcessType&lt;/a&gt; can be constructed from instances of &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4rv48ocpwpEbGdrcN5Y29ycA&quot; class=&quot;cyc_term&quot;&gt;AccomplishmentType&lt;/a&gt; using &lt;a href=&quot;http://sw.opencyc.org/2008/06/10/concept/Mx4r0VWpmNnEQdiJDq0mDlTBkQ&quot; class=&quot;cyc_term&quot;&gt;ProcessFn&lt;/a&gt; (q.v.).</rdfs:comment>
    <cycAnnot:label xml:lang="en">ProcessType</cycAnnot:label>
  </owl:Class>

</rdf:RDF>
