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<div class="bmdesc">
  <span style="color:#555555;"> 
    Mathias <a href="http://www.bibsonomy.org/author/Heilig">Heilig</a>         	     	 
        	  and Mischa <a href="http://www.bibsonomy.org/author/Demarmels">Demarmels</a>         	     	 
        	  and Werner A. <a href="http://www.bibsonomy.org/author/K%C3%B6nig">König</a>         	     	 
        	  and Jens <a href="http://www.bibsonomy.org/author/Gerken">Gerken</a>         	     	 
        	  and Sebastian <a href="http://www.bibsonomy.org/author/Rexhausen">Rexhausen</a>         	     	 
        	  and Hans-Christian <a href="http://www.bibsonomy.org/author/Jetter">Jetter</a>         	     	 
        	  and Harald <a href="http://www.bibsonomy.org/author/Reiterer">Reiterer</a>         	     	 
        	 </span> 
  <em>AVI</em>
    490-491
  (2008)
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  <span style="color:#555555;"> 
    Salil <a href="http://www.bibsonomy.org/author/Joshi">Joshi</a>         	     	 
        	  and Barbara <a href="http://www.bibsonomy.org/author/K%C3%B6nig">König</a>         	     	 
        	 </span> 
  <em>CAV</em>
    214-226
  (2008)
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    <link>http://www.bibsonomy.org/bibtex/267d17ecaa6651cada7da6fa05a482d9b/flint63</link>
    <dc:creator>flint63</dc:creator>
    <dc:date>2008-07-07T13:47:29+02:00</dc:date>
    <dc:subject>ai dialog language paper processing speech traffic v0805 </dc:subject>
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  <a href="http://www.bibsonomy.org/bibtex/267d17ecaa6651cada7da6fa05a482d9b/flint63">Sprachdialogsysteme im Kfz</a>
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<div class="bmdesc">
  <span style="color:#555555;"> 
    Stefan W. <a href="http://www.bibsonomy.org/author/Hamerich">Hamerich</a>         	     	 
        	  and Lars <a href="http://www.bibsonomy.org/author/K%C3%B6nig">König</a>         	     	 
        	  and Marcus E. <a href="http://www.bibsonomy.org/author/Hennecke">Hennecke</a>         	     	 
        	 </span> 
  <em>KI -- K&#252;nstliche Intelligenz</em>
      <b>2005</b>
      29-34
  (2005)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/flint63/ai">ai</a>
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        <a href="http://www.bibsonomy.org/user/flint63/v0805">v0805</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/flint63">flint63</a> 
        
        
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        <swrc:journal>KI -- Künstliche Intelligenz</swrc:journal><swrc:number>3</swrc:number><swrc:pages>29-34</swrc:pages><swrc:title>{Sprachdialogsysteme im Kfz}</swrc:title><swrc:volume>2005</swrc:volume><swrc:year>2005</swrc:year><swrc:keywords>ai dialog language paper processing speech traffic v0805 </swrc:keywords><swrc:date>2008-07-07 13:47:29.0</swrc:date><swrc:abstract>Sprachdialogsysteme für Kfz gibt es bereits seit 1996 und sie
	sind gegenwärtig in vielen Mittel- und Oberklassenfahrzeugen
	zu finden. Die Bandbreite heute erhältlicher Systeme reicht dabei
	von sprachbedienbaren Freisprecheinrichtungen über Nachrüstgeräte
	bis hin zu ab Werk erhältlichen vollintegrierten Infotainmentsystemen.
	
	Dieser Artikel beschreibt die Besonderheiten von Sprachdialogsystemen
	im automobilen Umfeld. Im Hinblick auf die Dialogmodellierung wird
	der Stand der gegenwärtigen Technik aufgezeigt und es werden
	Perspektiven diskutiert.</swrc:abstract><swrc:hasExtraField>
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    <swrc:Field swrc:key="issn" swrc:value="0933-1875"/>
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    <title>SENECA: Evaluation einer Sprachbedienung im Kfz</title>
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    <dc:creator>flint63</dc:creator>
    <dc:date>2008-07-07T13:47:29+02:00</dc:date>
    <dc:subject>assist cognitive interface paper science speech test traffic user v0805 </dc:subject>
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	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2cda4e4572767e0a30648f161f4ca19a0/flint63">SENECA: Evaluation einer Sprachbedienung im Kfz</a>
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<div class="bmdesc">
  <span style="color:#555555;"> 
    Arnd <a href="http://www.bibsonomy.org/author/Engeln">Engeln</a>         	     	 
        	  and Winfried <a href="http://www.bibsonomy.org/author/K%C3%B6nig">König</a>         	     	 
        	  and Thomas <a href="http://www.bibsonomy.org/author/Wittig">Wittig</a>         	     	 
        	 </span> 
  <em>Verkehrspsychologie: Mobilit&#228;t -- Sicherheit -- Fahrerassistenz</em>
    371-383
  (2004)
</div>
<span class="bmmeta">
  
  
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        </span>
        

          by <a href="http://www.bibsonomy.org/user/flint63">flint63</a> 
        
        
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  <span style="color:#555555;"> 
    Felix <a href="http://www.bibsonomy.org/author/K%C3%B6nig">König</a>         	     	 
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  <em>OR</em>
    53-59
  (2006)
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          by <a href="http://www.bibsonomy.org/user/dblp">dblp</a> 
        
        
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  <rdf:_1><swrc:Person swrc:name="Felix König" /></rdf:_1>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Karl-Heinz Waldmann" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Ulrike M. Stocker" /></rdf:_2>
  </rdf:Seq>
</swrc:editor></swrc:InProceedings>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/26030dda5be645a182f2aec1069cbc941/dblp">
    <title>A distributed method for dynamic resolution of BGP oscillations.</title>
    <description>dblp</description><link>http://www.bibsonomy.org/bibtex/26030dda5be645a182f2aec1069cbc941/dblp</link>
    <dc:creator>dblp</dc:creator>
    <dc:date>2008-07-03T00:00:00+02:00</dc:date>
    <dc:subject>dblp </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/26030dda5be645a182f2aec1069cbc941/dblp">A distributed method for dynamic resolution of BGP oscillations.</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Ehoud <a href="http://www.bibsonomy.org/author/Ahronovitz">Ahronovitz</a>         	     	 
        	  and Jean-Claude <a href="http://www.bibsonomy.org/author/K%C3%B6nig">König</a>         	     	 
        	  and Clement <a href="http://www.bibsonomy.org/author/Saad">Saad</a>         	     	 
        	 </span> 
  <em>IPDPS</em>
    
  (2006)
</div>
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        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/dblp/dblp">dblp</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/dblp">dblp</a> 
        
        
        on 2008-07-03 00:00:00 </span></div>
	    ]]>
    </content:encoded>
    <taxo:topics>
      <rdf:Bag>
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp" />
        </rdf:Bag>
    </taxo:topics>
    <burst:publication>
      <swrc:InProceedings>
        <swrc:booktitle>IPDPS</swrc:booktitle><swrc:crossref>conf/ipps/2006</swrc:crossref><swrc:publisher><swrc:Organization swrc:name="IEEE"/></swrc:publisher><swrc:title>A distributed method for dynamic resolution of BGP oscillations.</swrc:title><swrc:year>2006</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:date>2008-07-03 00:00:00.0</swrc:date><swrc:hasExtraField>
    <swrc:Field swrc:key="ee" swrc:value="http://dx.doi.org/10.1109/IPDPS.2006.1639340"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="date" swrc:value="2008-07-03"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Ehoud Ahronovitz" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Jean-Claude König" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Clement Saad" /></rdf:_3>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  </rdf:Seq>
</swrc:editor></swrc:InProceedings>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/254115c4d6219e34e9fda75123ec61316/apo">
    <title>Tourenplanung durch Einsatz naturanaloger Verfahren : Integration von Genetischen Algorithmen und Simulated Annealing</title>
    <link>http://www.bibsonomy.org/bibtex/254115c4d6219e34e9fda75123ec61316/apo</link>
    <dc:creator>apo</dc:creator>
    <dc:date>2008-06-23T15:41:18+02:00</dc:date>
    <dc:subject>da2 tps </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/254115c4d6219e34e9fda75123ec61316/apo">Tourenplanung durch Einsatz naturanaloger Verfahren : Integration von Genetischen Algorithmen und Simulated Annealing</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Oliver <a href="http://www.bibsonomy.org/author/Wendt">Wendt</a>         	     	 
        	  and Wolfgang <a href="http://www.bibsonomy.org/author/K%C3%B6nig">König</a>         	     	 
        	 </span> 
  <em></em>
    
  (1995)
</div>
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        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/apo/da2">da2</a>
        <a href="http://www.bibsonomy.org/user/apo/tps">tps</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/apo">apo</a> 
        
        
        on 2008-06-23 15:41:18 </span></div>
	    ]]>
    </content:encoded>
    <taxo:topics>
      <rdf:Bag>
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/da2" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/tps" />
        </rdf:Bag>
    </taxo:topics>
    <burst:publication>
      <swrc:Book>
        <swrc:address>Dt. Univ.-Verl. [u.a.]</swrc:address><swrc:annote>XXVI, 219 S</swrc:annote><swrc:howpublished>Wiesbaden</swrc:howpublished><swrc:title>Tourenplanung durch Einsatz naturanaloger Verfahren : Integration von Genetischen Algorithmen und Simulated Annealing</swrc:title><swrc:year>1995</swrc:year><swrc:keywords>da2 tps </swrc:keywords><swrc:date>2008-06-23 15:41:18.0</swrc:date><swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="3-8244-6181-1"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Oliver Wendt" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Wolfgang König" /></rdf:_2>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  </rdf:Seq>
</swrc:editor></swrc:Book>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2d0e7c438755ffcfde21ef6d3ba89586e/brazovayeye">
    <title>Genetic Programming with Incremental Learning for Grammatical Inference</title>
    <link>http://www.bibsonomy.org/bibtex/2d0e7c438755ffcfde21ef6d3ba89586e/brazovayeye</link>
    <dc:creator>brazovayeye</dc:creator>
    <dc:date>2008-06-19T17:46:40+02:00</dc:date>
    <dc:subject>algorithms, genetic programming </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2d0e7c438755ffcfde21ef6d3ba89586e/brazovayeye">Genetic Programming with Incremental Learning for Grammatical Inference</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Ernesto <a href="http://www.bibsonomy.org/author/Rodrigues">Rodrigues</a>         	     	 
        	  and Heitor Silverio <a href="http://www.bibsonomy.org/author/Lopes">Lopes</a>         	     	 
        	 </span> 
  <em>Sixth International Conference on Hybrid Intelligent Systems and Fourth Conference on Neuro-Computing and Evolving Intelligence (HIS-NCEI 2006)</em>
    47
  (2006)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/brazovayeye/algorithms%2C">algorithms,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/genetic">genetic</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/programming">programming</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/brazovayeye">brazovayeye</a> 
        
        
        on 2008-06-19 17:46:40 </span></div>
	    ]]>
    </content:encoded>
    <taxo:topics>
      <rdf:Bag>
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/algorithms," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/genetic" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/programming" />
        </rdf:Bag>
    </taxo:topics>
    <burst:publication>
      <swrc:InProceedings>
        <swrc:address>Auckland, New Zealand</swrc:address><swrc:booktitle>Sixth International Conference on Hybrid Intelligent
                 Systems and Fourth Conference on Neuro-Computing and
                 Evolving Intelligence (HIS-NCEI 2006)</swrc:booktitle><swrc:month>13-15 December</swrc:month><swrc:pages>47</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Computer Society"/></swrc:publisher><swrc:title>Genetic Programming with Incremental Learning for
                 Grammatical Inference</swrc:title><swrc:year>2006</swrc:year><swrc:keywords>algorithms, genetic programming </swrc:keywords><swrc:date>2008-06-19 17:46:40.0</swrc:date><swrc:abstract>We present an evolutionary algorithm for the inference
                 of context-free grammars from positive and negative
                 examples. The algorithm is based on genetic programming
                 and uses a local optimisation operator that is capable
                 of improving the learning task. Ordinary genetic
                 operators are modified so as to bias the search. The
                 system was evaluated using Tomita&#039;s language examples
                 and results were compared with another similar
                 approach. Results show that the proposed approach is
                 promising and more robust than the other one.</swrc:abstract><swrc:hasExtraField>
    <swrc:Field swrc:key="bibdate" swrc:value="2007-01-30"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="0-7695-2662-4"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="doi" swrc:value="doi:10.1109/HIS.2006.264930"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Ernesto Rodrigues" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Heitor Silverio Lopes" /></rdf:_2>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Andreas Konig" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Ajith Abraham" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Qun Song" /></rdf:_3>
  </rdf:Seq>
</swrc:editor></swrc:InProceedings>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/270b1720366aa87cff98e74cd2c01ae30/brazovayeye">
    <title>Genetic Programming - A Tool for Flexible Rule Extraction</title>
    <link>http://www.bibsonomy.org/bibtex/270b1720366aa87cff98e74cd2c01ae30/brazovayeye</link>
    <dc:creator>brazovayeye</dc:creator>
    <dc:date>2008-06-19T17:35:00+02:00</dc:date>
    <dc:subject>algorithms, genetic programming </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/270b1720366aa87cff98e74cd2c01ae30/brazovayeye">Genetic Programming - A Tool for Flexible Rule Extraction</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    R. <a href="http://www.bibsonomy.org/author/Konig">Konig</a>         	     	 
        	  and U. <a href="http://www.bibsonomy.org/author/Johansson">Johansson</a>         	     	 
        	  and L. <a href="http://www.bibsonomy.org/author/Niklasson">Niklasson</a>         	     	 
        	 </span> 
  <em>2007 IEEE Congress on Evolutionary Computation</em>
    1304--1310
  (2007)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/brazovayeye/algorithms%2C">algorithms,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/genetic">genetic</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/programming">programming</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/brazovayeye">brazovayeye</a> 
        
        
        on 2008-06-19 17:35:00 </span></div>
	    ]]>
    </content:encoded>
    <taxo:topics>
      <rdf:Bag>
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/algorithms," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/genetic" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/programming" />
        </rdf:Bag>
    </taxo:topics>
    <burst:publication>
      <swrc:InProceedings>
        <swrc:address>Singapore</swrc:address><swrc:booktitle>2007 IEEE Congress on Evolutionary Computation</swrc:booktitle><swrc:month>25-28 September</swrc:month><swrc:organization><swrc:Organization swrc:name="IEEE Computational Intelligence Society"/></swrc:organization><swrc:pages>1304--1310</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Press"/></swrc:publisher><swrc:title>Genetic Programming - {A} Tool for Flexible Rule
                 Extraction</swrc:title><swrc:year>2007</swrc:year><swrc:keywords>algorithms, genetic programming </swrc:keywords><swrc:date>2008-06-19 17:35:00.0</swrc:date><swrc:abstract>Although data mining is performed to support decision
                 making, many of the most powerful techniques, like
                 neural networks and ensembles, produce opaque models.
                 This lack of interpretability is an obvious
                 disadvantage, since decision makers normally require
                 some sort of explanation before taking action. To
                 achieve comprehensibility, accuracy is often sacrificed
                 by the use of simpler, transparent models, such as
                 decision trees. Another alternative is rule extraction;
                 i.e. to transform the opaque model into a
                 comprehensible model, keeping acceptable accuracy. We
                 have previously suggested a rule extraction algorithm
                 named G-REX, which is based on genetic programming. One
                 key property of G-REX, due to the use of genetic
                 programming, is the possibility to use different
                 representation languages. In this study we apply G-REX
                 to estimation tasks. More specifically, three
                 representation languages are evaluated using eight
                 publicly available data sets. The quality of the
                 extracted rules is compared to two standard techniques
                 producing comprehensible models; multiple linear
                 regression and the decision tree algorithm C&amp;amp;RT.
                 The results show that G-REX outperforms the standard
                 techniques, but that the choice of representation
                 language is important.</swrc:abstract><swrc:hasExtraField>
    <swrc:Field swrc:key="file" swrc:value="1989.pdf"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="1-4244-1340-0"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="R. Konig" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="U. Johansson" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="L. Niklasson" /></rdf:_3>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Dipti Srinivasan" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Lipo Wang" /></rdf:_2>
  </rdf:Seq>
</swrc:editor></swrc:InProceedings>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2020e09b8c49e392a0ad27f30c982dcc4/brazovayeye">
    <title>Building Neural Network Ensembles using Genetic Programming</title>
    <link>http://www.bibsonomy.org/bibtex/2020e09b8c49e392a0ad27f30c982dcc4/brazovayeye</link>
    <dc:creator>brazovayeye</dc:creator>
    <dc:date>2008-06-19T17:35:00+02:00</dc:date>
    <dc:subject>algorithms, genetic programming </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2020e09b8c49e392a0ad27f30c982dcc4/brazovayeye">Building Neural Network Ensembles using Genetic Programming</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Ulf <a href="http://www.bibsonomy.org/author/Johansson">Johansson</a>         	     	 
        	  and Tuve <a href="http://www.bibsonomy.org/author/Lofstrom">Lofstrom</a>         	     	 
        	  and Rikard <a href="http://www.bibsonomy.org/author/Konig">Konig</a>         	     	 
        	  and Lars <a href="http://www.bibsonomy.org/author/Niklasson">Niklasson</a>         	     	 
        	 </span> 
  <em>Proceedings of the 2006 IEEE Congress on Evolutionary Computation</em>
    2239--2244
  (2006)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/brazovayeye/algorithms%2C">algorithms,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/genetic">genetic</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/programming">programming</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/brazovayeye">brazovayeye</a> 
        
        
        on 2008-06-19 17:35:00 </span></div>
	    ]]>
    </content:encoded>
    <taxo:topics>
      <rdf:Bag>
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/algorithms," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/genetic" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/programming" />
        </rdf:Bag>
    </taxo:topics>
    <burst:publication>
      <swrc:InProceedings>
        <swrc:address>Vancouver</swrc:address><swrc:booktitle>Proceedings of the 2006 IEEE Congress on Evolutionary
                 Computation</swrc:booktitle><swrc:month>6-21 July</swrc:month><swrc:pages>2239--2244</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Press"/></swrc:publisher><swrc:title>Building Neural Network Ensembles using Genetic
                 Programming</swrc:title><swrc:year>2006</swrc:year><swrc:keywords>algorithms, genetic programming </swrc:keywords><swrc:date>2008-06-19 17:35:00.0</swrc:date><swrc:abstract>In this paper we present and evaluate a novel
                 algorithm for ensemble creation. The main idea of the
                 algorithm is to first independently train a fixed
                 number of neural networks (here ten) and then use
                 genetic programming to combine these networks into an
                 ensemble. The use of genetic programming makes it
                 possible to not only consider ensembles of different
                 sizes, but also to use ensembles as intermediate
                 building blocks. The final result is therefore more
                 correctly described as an ensemble of neural network
                 ensembles. The experiments show that the proposed
                 method, when evaluated on 22 publicly available data
                 sets, obtains very high accuracy, clearly outperforming
                 the other methods evaluated. In this study several
                 micro techniques are used, and we believe that they all
                 contribute to the increased performance. One such micro
                 technique, aimed at reducing overtraining, is the
                 training method, called tombola training, used during
                 genetic evolution. When using tombola training,
                 training data is regularly resampled into new parts,
                 called training groups. Each ensemble is then evaluated
                 on every training group and the actual fitness is
                 determined solely from the result on the hardest
                 part.</swrc:abstract><swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="0-7803-9487-9"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="size" swrc:value="6 pages"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Ulf Johansson" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Tuve Lofstrom" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Rikard Konig" /></rdf:_3>
  <rdf:_4><swrc:Person swrc:name="Lars Niklasson" /></rdf:_4>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Gary G. Yen" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Lipo Wang" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Piero Bonissone" /></rdf:_3>
  <rdf:_4><swrc:Person swrc:name="Simon M. Lucas" /></rdf:_4>
  </rdf:Seq>
</swrc:editor></swrc:InProceedings>  
    </burst:publication>
  </item>
</rdf:RDF>