<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE rdf:RDF [
 <!ENTITY rdf 'http://www.w3.org/1999/02/22-rdf-syntax-ns#'>
 <!ENTITY rdfs 'http://www.w3.org/2000/01/rdf-schema#'>

 <!ENTITY swrc 'http://swrc.ontoware.org/ontology#'>
 <!ENTITY xsd 'http://www.w3.org/2001/XMLSchema#'>
]>

<rdf:RDF
 xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
 xmlns="http://purl.org/rss/1.0/"
 xmlns:cc="http://web.resource.org/cc/"
 xmlns:taxo="http://purl.org/rss/1.0/modules/taxonomy/"
 xmlns:dc="http://purl.org/dc/elements/1.1/"
 xmlns:syn="http://purl.org/rss/1.0/modules/syndication/"
 xmlns:content="http://purl.org/rss/1.0/modules/content/"
 xmlns:admin="http://webns.net/mvcb/"
 xmlns:burst="http://xmlns.com/burst/0.1/"
 
 xmlns:rdfs="&rdfs;"
 xmlns:swrc="&swrc;"
 xmlns:xsd="&xsd;"
>

<channel rdf:about="http://www.bibsonomy.org/uri/author/Rowland">
  <title>BibSonomy publications for /author/Rowland</title>
  <link>http://www.bibsonomy.org/burst/author/Rowland</link>
  <description>BibSonomy BuRST Feed for /author/Rowland</description>
  <dc:date>2008-07-27T02:44:50+02:00</dc:date>

  <items>
    <rdf:Seq>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/2bf6781710097621188938a3870d94d1d/dblp"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/2af2b0fb37b4fb926d148e396c4bba56e/dblp"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/2dcd96742b9b60291d8988b96318b955b/dblp"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/25ed323ebbeff9cf59306434dde0d25b6/brazovayeye"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/27d52d9454ee28d82eb1fe876b70a545d/brazovayeye"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/2f2a37a20fc3d7df4221fc6f52e8e5bbd/brazovayeye"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/2fd76c1c45a3603bc6bf8e4740164d75b/brazovayeye"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/2a933ba93bace8b1bb26d57f1d9351c2f/brazovayeye"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/2af130d0d73f4dccfb7085eff94c8b64c/brazovayeye"/>
      <rdf:li rdf:resource="http://www.bibsonomy.org/uri/bibtex/263da4b0cda7be6e9e46c27dd3bf23c5c/brazovayeye"/>
      </rdf:Seq>
  </items>
</channel>

<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2bf6781710097621188938a3870d94d1d/dblp">
    <title>Cross-Middleware Interoperability in Distributed Concurrent Engineering.</title>
    <description>dblp</description><link>http://www.bibsonomy.org/bibtex/2bf6781710097621188938a3870d94d1d/dblp</link>
    <dc:creator>dblp</dc:creator>
    <dc:date>2008-07-14T00:00:00+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/2bf6781710097621188938a3870d94d1d/dblp">Cross-Middleware Interoperability in Distributed Concurrent Engineering.</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    E. <a href="http://www.bibsonomy.org/author/Rowland+Watkins">Rowland Watkins</a>         	     	 
        	  and Mark <a href="http://www.bibsonomy.org/author/McArdle">McArdle</a>         	     	 
        	  and Thomas <a href="http://www.bibsonomy.org/author/Leonard">Leonard</a>         	     	 
        	  and Mike <a href="http://www.bibsonomy.org/author/Surridge">Surridge</a>         	     	 
        	 </span> 
  <em>eScience</em>
    561-568
  (2007)
</div>
<span class="bmmeta">
  
  
        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 2008-07-14 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>eScience</swrc:booktitle><swrc:crossref>conf/eScience/2007</swrc:crossref><swrc:pages>561-568</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Computer Society"/></swrc:publisher><swrc:title>Cross-Middleware Interoperability in Distributed Concurrent Engineering.</swrc:title><swrc:year>2007</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:date>2008-07-14 00:00:00.0</swrc:date><swrc:hasExtraField>
    <swrc:Field swrc:key="ee" swrc:value="http://doi.ieeecomputersociety.org/10.1109/E-SCIENCE.2007.25"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="date" swrc:value="2008-07-14"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="E. Rowland Watkins" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Mark McArdle" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Thomas Leonard" /></rdf:_3>
  <rdf:_4><swrc:Person swrc:name="Mike Surridge" /></rdf:_4>
  </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/2af2b0fb37b4fb926d148e396c4bba56e/dblp">
    <title>Open Access Citation Rates and Developing Countries.</title>
    <description>dblp</description><link>http://www.bibsonomy.org/bibtex/2af2b0fb37b4fb926d148e396c4bba56e/dblp</link>
    <dc:creator>dblp</dc:creator>
    <dc:date>2008-06-30T00:00:00+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/2af2b0fb37b4fb926d148e396c4bba56e/dblp">Open Access Citation Rates and Developing Countries.</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Michael <a href="http://www.bibsonomy.org/author/Norris">Norris</a>         	     	 
        	  and Charles <a href="http://www.bibsonomy.org/author/Oppenheim">Oppenheim</a>         	     	 
        	  and Fytton <a href="http://www.bibsonomy.org/author/Rowland">Rowland</a>         	     	 
        	 </span> 
  <em>ELPUB</em>
    335-342
  (2008)
</div>
<span class="bmmeta">
  
  
        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 2008-06-30 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>ELPUB</swrc:booktitle><swrc:crossref>conf/elpub/2008</swrc:crossref><swrc:pages>335-342</swrc:pages><swrc:title>Open Access Citation Rates and Developing Countries.</swrc:title><swrc:year>2008</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:date>2008-06-30 00:00:00.0</swrc:date><swrc:hasExtraField>
    <swrc:Field swrc:key="ee" swrc:value="http://urn.kb.se/resolve?urn=urn:nbn:se:elpub-335_elpub2008"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="978-0-7727-6315-0"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="date" swrc:value="2008-06-30"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Michael Norris" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Charles Oppenheim" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Fytton Rowland" /></rdf:_3>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Leslie Chan" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Susanna Mornatti" /></rdf:_2>
  </rdf:Seq>
</swrc:editor></swrc:InProceedings>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2dcd96742b9b60291d8988b96318b955b/dblp">
    <title>From production to publishing at CJC online: Experiences, insights, and considerations for adoption.</title>
    <description>dblp</description><link>http://www.bibsonomy.org/bibtex/2dcd96742b9b60291d8988b96318b955b/dblp</link>
    <dc:creator>dblp</dc:creator>
    <dc:date>2008-06-26T00:00:00+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/2dcd96742b9b60291d8988b96318b955b/dblp">From production to publishing at CJC online: Experiences, insights, and considerations for adoption.</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Michael <a href="http://www.bibsonomy.org/author/Felczak">Felczak</a>         	     	 
        	  and Rowland <a href="http://www.bibsonomy.org/author/Lorimer">Lorimer</a>         	     	 
        	  and Richard <a href="http://www.bibsonomy.org/author/Smith">Smith</a>         	     	 
        	 </span> 
  <em>First Monday</em>
      <b>12</b>
      
  (2007)
</div>
<span class="bmmeta">
  
  
        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 2008-06-26 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:Article>
        <swrc:journal>First Monday</swrc:journal><swrc:number>10</swrc:number><swrc:title>From production to publishing at CJC online: Experiences, insights, and considerations for adoption.</swrc:title><swrc:volume>12</swrc:volume><swrc:year>2007</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:date>2008-06-26 00:00:00.0</swrc:date><swrc:hasExtraField>
    <swrc:Field swrc:key="ee" swrc:value="http://www.uic.edu/htbin/cgiwrap/bin/ojs/index.php/fm/article/view/1959"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="date" swrc:value="2008-06-26"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Michael Felczak" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Rowland Lorimer" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Richard Smith" /></rdf:_3>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  </rdf:Seq>
</swrc:editor></swrc:Article>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/25ed323ebbeff9cf59306434dde0d25b6/brazovayeye">
    <title>Evaluation of Mutual Information and Genetic Programming for Feature Selection in QSAR</title>
    <link>http://www.bibsonomy.org/bibtex/25ed323ebbeff9cf59306434dde0d25b6/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/25ed323ebbeff9cf59306434dde0d25b6/brazovayeye">Evaluation of Mutual Information and Genetic Programming for Feature Selection in QSAR</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Vishwesh <a href="http://www.bibsonomy.org/author/Venkatraman">Venkatraman</a>         	     	 
        	  and Andrew Rowland <a href="http://www.bibsonomy.org/author/Dalby">Dalby</a>         	     	 
        	  and Zheng Rong <a href="http://www.bibsonomy.org/author/Yang">Yang</a>         	     	 
        	 </span> 
  <em>Journal of Chemical Information and Modeling</em>
      <b>44</b>
      1686--1692
  (2004)
</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:Article>
        <swrc:journal>Journal of Chemical Information and Modeling</swrc:journal><swrc:number>5</swrc:number><swrc:pages>1686--1692</swrc:pages><swrc:title>Evaluation of Mutual Information and Genetic
                 Programming for Feature Selection in {QSAR}</swrc:title><swrc:volume>44</swrc:volume><swrc:year>2004</swrc:year><swrc:keywords>algorithms, genetic programming </swrc:keywords><swrc:date>2008-06-19 17:46:40.0</swrc:date><swrc:abstract>Feature selection is a key step in Quantitative
                 Structure Activity Relationship (QSAR) analysis. Chance
                 correlations and multicollinearity are two major
                 problems often encountered when attempting to find
                 generalised QSAR models for use in drug design. Optimal
                 QSAR models require an objective variable relevance
                 analysis step for producing robust classifiers with low
                 complexity and good predictive accuracy. Genetic
                 algorithms coupled with information theoretic
                 approaches such as mutual information have been used to
                 find near-optimal solutions to such multicriteria
                 optimisation problems. In this paper, we describe a
                 novel approach for analyzing QSAR data based on these
                 methods. Our experiments with the Thrombin dataset,
                 previously studied as part of the KDD (Knowledge
                 Discovery and Data Mining) Cup 2001 demonstrate the
                 feasibility of this approach. It has been found that it
                 is important to take into account the data
                 distribution, the rule {&#034;}interestingness{&#034;}, and the
                 need to look at more invariant and monotonic measures
                 of feature selection.</swrc:abstract><swrc:hasExtraField>
    <swrc:Field swrc:key="doi" swrc:value="doi:10.1021/ci049933v"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Vishwesh Venkatraman" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Andrew Rowland Dalby" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Zheng Rong Yang" /></rdf:_3>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  </rdf:Seq>
</swrc:editor></swrc:Article>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/27d52d9454ee28d82eb1fe876b70a545d/brazovayeye">
    <title>On Genetic Programming and Knowledge Discovery in Transcriptome Data</title>
    <link>http://www.bibsonomy.org/bibtex/27d52d9454ee28d82eb1fe876b70a545d/brazovayeye</link>
    <dc:creator>brazovayeye</dc:creator>
    <dc:date>2008-06-19T17:46:40+02:00</dc:date>
    <dc:subject>Bioinformatics Biology Computation Computational Evolutionary algorithms, and genetic in programming, </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/27d52d9454ee28d82eb1fe876b70a545d/brazovayeye">On Genetic Programming and Knowledge Discovery in Transcriptome Data</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Jem <a href="http://www.bibsonomy.org/author/Rowland">Rowland</a>         	     	 
        	 </span> 
  <em>Proceedings of the 2004 IEEE Congress on Evolutionary Computation</em>
    158--165
  (2004)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/brazovayeye/Bioinformatics">Bioinformatics</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/Biology">Biology</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/Computation">Computation</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/Computational">Computational</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/Evolutionary">Evolutionary</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/algorithms%2C">algorithms,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/and">and</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/genetic">genetic</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/in">in</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/programming%2C">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/Bioinformatics" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/Biology" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/Computation" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/Computational" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/Evolutionary" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/algorithms," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/and" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/genetic" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/in" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/programming," />
        </rdf:Bag>
    </taxo:topics>
    <burst:publication>
      <swrc:InProceedings>
        <swrc:address>Portland, Oregon</swrc:address><swrc:booktitle>Proceedings of the 2004 IEEE Congress on Evolutionary
                 Computation</swrc:booktitle><swrc:month>20-23 June</swrc:month><swrc:pages>158--165</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Press"/></swrc:publisher><swrc:title>On Genetic Programming and Knowledge Discovery in
                 Transcriptome Data</swrc:title><swrc:year>2004</swrc:year><swrc:keywords>Bioinformatics Biology Computation Computational Evolutionary algorithms, and genetic in programming, </swrc:keywords><swrc:date>2008-06-19 17:46:40.0</swrc:date><swrc:abstract>This paper concerns the use of Genetic Programming
                 (GP) for supervised classification of transcriptome
                 (gene expression) data. In such applications GP can
                 produce accurate predictive models that generalize well
                 and use only very few gene expression values. It is
                 often suggested that the selected genes are therefore
                 of biological significance in discriminating the
                 classes. The paper presents a preliminary study of
                 successful parsimonious GP models to investigate the
                 extent to which the selected variables contribute to
                 the classification. The work is based on a readily
                 available and well studied dataset that represents gene
                 expression values for two groups of patients with
                 different forms of Leukaemia.</swrc:abstract><swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="0-7803-8515-2"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Jem Rowland" /></rdf:_1>
  </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/2f2a37a20fc3d7df4221fc6f52e8e5bbd/brazovayeye">
    <title>Model selection methodology in supervised learning with evolutionary computation</title>
    <link>http://www.bibsonomy.org/bibtex/2f2a37a20fc3d7df4221fc6f52e8e5bbd/brazovayeye</link>
    <dc:creator>brazovayeye</dc:creator>
    <dc:date>2008-06-19T17:46:40+02:00</dc:date>
    <dc:subject>Gene Generalization, Model Validation algorithms, expression, genetic programming, selection, </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2f2a37a20fc3d7df4221fc6f52e8e5bbd/brazovayeye">Model selection methodology in supervised learning with evolutionary computation</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    J. J. <a href="http://www.bibsonomy.org/author/Rowland">Rowland</a>         	     	 
        	 </span> 
  <em>Biosystems</em>
      <b>72</b>
      187--196
  (2003)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/brazovayeye/Gene">Gene</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/Generalization%2C">Generalization,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/Model">Model</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/Validation">Validation</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/algorithms%2C">algorithms,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/expression%2C">expression,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/genetic">genetic</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/programming%2C">programming,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/selection%2C">selection,</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/Gene" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/Generalization," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/Model" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/Validation" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/algorithms," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/expression," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/genetic" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/programming," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/selection," />
        </rdf:Bag>
    </taxo:topics>
    <burst:publication>
      <swrc:Article>
        <swrc:journal>Biosystems</swrc:journal><swrc:month>November</swrc:month><swrc:number>1-2</swrc:number><swrc:pages>187--196</swrc:pages><swrc:title>Model selection methodology in supervised learning
                 with evolutionary computation</swrc:title><swrc:volume>72</swrc:volume><swrc:year>2003</swrc:year><swrc:keywords>Gene Generalization, Model Validation algorithms, expression, genetic programming, selection, </swrc:keywords><swrc:date>2008-06-19 17:46:40.0</swrc:date><swrc:abstract>The expressive power, powerful search capability, and
                 the explicit nature of the resulting models make
                 evolutionary methods very attractive for supervised
                 learning applications in bioinformatics. However, their
                 characteristics also make them highly susceptible to
                 overtraining or to discovering chance relationships in
                 the data. Identification of appropriate criteria for
                 terminating evolution and for selecting an
                 appropriately validated model is vital. Some approaches
                 that are commonly applied to other modeling methods are
                 not necessarily applicable in a straightforward manner
                 to evolutionary methods. An approach to model selection
                 is presented that is not unduly computationally
                 intensive. To illustrate the issues and the technique
                 two bioinformatic datasets are used, one relating to
                 metabolite determination and the other to disease
                 prediction from gene expression data.</swrc:abstract><swrc:hasExtraField>
    <swrc:Field swrc:key="notes" swrc:value="PMID: 14642667"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="doi" swrc:value="doi:10.1016/S0303-2647(03)00143-6"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="J. J. Rowland" /></rdf:_1>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  </rdf:Seq>
</swrc:editor></swrc:Article>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2fd76c1c45a3603bc6bf8e4740164d75b/brazovayeye">
    <title>Interpreting Analytic Spectra with Evolutionary Computation</title>
    <link>http://www.bibsonomy.org/bibtex/2fd76c1c45a3603bc6bf8e4740164d75b/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/2fd76c1c45a3603bc6bf8e4740164d75b/brazovayeye">Interpreting Analytic Spectra with Evolutionary Computation</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Jem J. <a href="http://www.bibsonomy.org/author/Rowland">Rowland</a>         	     	 
        	 </span> 
  <em>Evolutionary Computation in Bioinformatics</em>
    341--365
  (2003)
</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:InCollection>
        <swrc:address>San Francisco, USA</swrc:address><swrc:booktitle>Evolutionary Computation in Bioinformatics</swrc:booktitle><swrc:chapter>16</swrc:chapter><swrc:pages>341--365</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Morgan Kaufmann"/></swrc:publisher><swrc:title>Interpreting Analytic Spectra with Evolutionary
                 Computation</swrc:title><swrc:year>2003</swrc:year><swrc:keywords>algorithms, genetic programming </swrc:keywords><swrc:date>2008-06-19 17:46:40.0</swrc:date><swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="1-55860-797-8"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="size" swrc:value="pages"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Jem J. Rowland" /></rdf:_1>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Gary B. Fogel" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="David W. Corne" /></rdf:_2>
  </rdf:Seq>
</swrc:editor></swrc:InCollection>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2a933ba93bace8b1bb26d57f1d9351c2f/brazovayeye">
    <title>Adaptive Denoising in Spectral Analysis by Genetic Programming</title>
    <link>http://www.bibsonomy.org/bibtex/2a933ba93bace8b1bb26d57f1d9351c2f/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/2a933ba93bace8b1bb26d57f1d9351c2f/brazovayeye">Adaptive Denoising in Spectral Analysis by Genetic Programming</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Jem J. <a href="http://www.bibsonomy.org/author/Rowland">Rowland</a>         	     	 
        	  and Janet <a href="http://www.bibsonomy.org/author/Taylor">Taylor</a>         	     	 
        	 </span> 
  <em>Proceedings of the 2002 Congress on Evolutionary Computation CEC2002</em>
    133--138
  (2002)
</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:booktitle>Proceedings of the 2002 Congress on Evolutionary
                 Computation CEC2002</swrc:booktitle><swrc:pages>133--138</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Press"/></swrc:publisher><swrc:title>Adaptive Denoising in Spectral Analysis by Genetic
                 Programming</swrc:title><swrc:year>2002</swrc:year><swrc:keywords>algorithms, genetic programming </swrc:keywords><swrc:date>2008-06-19 17:46:40.0</swrc:date><swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="0-7803-7278-6"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Jem J. Rowland" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Janet Taylor" /></rdf:_2>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="David B. Fogel" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Mohamed A. El-Sharkawi" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Xin Yao" /></rdf:_3>
  <rdf:_4><swrc:Person swrc:name="Garry Greenwood" /></rdf:_4>
  <rdf:_5><swrc:Person swrc:name="Hitoshi Iba" /></rdf:_5>
  <rdf:_6><swrc:Person swrc:name="Paul Marrow" /></rdf:_6>
  <rdf:_7><swrc:Person swrc:name="Mark Shackleton" /></rdf:_7>
  </rdf:Seq>
</swrc:editor></swrc:InProceedings>  
    </burst:publication>
  </item>
<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2af130d0d73f4dccfb7085eff94c8b64c/brazovayeye">
    <title>Spectral Analysis via Supervised Genetic Search with Application-specific Mutations</title>
    <link>http://www.bibsonomy.org/bibtex/2af130d0d73f4dccfb7085eff94c8b64c/brazovayeye</link>
    <dc:creator>brazovayeye</dc:creator>
    <dc:date>2008-06-19T17:35:00+02:00</dc:date>
    <dc:subject>algorithms, biotechnology, calibration genetic programming, spectroscopy, supervised, </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2af130d0d73f4dccfb7085eff94c8b64c/brazovayeye">Spectral Analysis via Supervised Genetic Search with Application-specific Mutations</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Janet <a href="http://www.bibsonomy.org/author/Taylor">Taylor</a>         	     	 
        	  and Jem J. <a href="http://www.bibsonomy.org/author/Rowland">Rowland</a>         	     	 
        	  and Douglas B. <a href="http://www.bibsonomy.org/author/Kell">Kell</a>         	     	 
        	 </span> 
  <em>Proceedings of the 2001 Congress on Evolutionary Computation CEC2001</em>
    481--486
  (2001)
</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/biotechnology%2C">biotechnology,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/calibration">calibration</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/genetic">genetic</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/programming%2C">programming,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/spectroscopy%2C">spectroscopy,</a>
        <a href="http://www.bibsonomy.org/user/brazovayeye/supervised%2C">supervised,</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/biotechnology," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/calibration" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/genetic" />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/programming," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/spectroscopy," />
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/supervised," />
        </rdf:Bag>
    </taxo:topics>
    <burst:publication>
      <swrc:InProceedings>
        <swrc:address>COEX, World Trade Center, 159 Samseong-dong,
                 Gangnam-gu, Seoul, Korea</swrc:address><swrc:booktitle>Proceedings of the 2001 Congress on Evolutionary
                 Computation CEC2001</swrc:booktitle><swrc:month>27-30 May</swrc:month><swrc:pages>481--486</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE Press"/></swrc:publisher><swrc:title>Spectral Analysis via Supervised Genetic Search with
                 Application-specific Mutations</swrc:title><swrc:year>2001</swrc:year><swrc:keywords>algorithms, biotechnology, calibration genetic programming, spectroscopy, supervised, </swrc:keywords><swrc:date>2008-06-19 17:35:00.0</swrc:date><swrc:hasExtraField>
    <swrc:Field swrc:key="isbn" swrc:value="0-7803-6658-1"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="Janet Taylor" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="Jem J. Rowland" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Douglas B. Kell" /></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/263da4b0cda7be6e9e46c27dd3bf23c5c/brazovayeye">
    <title>Rapid and Quantitative Detection of the Microbial Spoilage of Meat by Fourier Transform Infrared Spectroscopy and Machine Learning</title>
    <link>http://www.bibsonomy.org/bibtex/263da4b0cda7be6e9e46c27dd3bf23c5c/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/263da4b0cda7be6e9e46c27dd3bf23c5c/brazovayeye">Rapid and Quantitative Detection of the Microbial Spoilage of Meat by Fourier Transform Infrared Spectroscopy and Machine Learning</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    David I. <a href="http://www.bibsonomy.org/author/Ellis">Ellis</a>         	     	 
        	  and David <a href="http://www.bibsonomy.org/author/Broadhurst">Broadhurst</a>         	     	 
        	  and Douglas B. <a href="http://www.bibsonomy.org/author/Kell">Kell</a>         	     	 
        	  and Jem J. <a href="http://www.bibsonomy.org/author/Rowland">Rowland</a>         	     	 
        	  and Royston <a href="http://www.bibsonomy.org/author/Goodacre">Goodacre</a>         	     	 
        	 </span> 
  <em>Applied and Environmental Microbiology</em>
      <b>68</b>
      2822--2828
  (2002)
</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:Article>
        <swrc:journal>Applied and Environmental Microbiology</swrc:journal><swrc:month>June</swrc:month><swrc:number>6</swrc:number><swrc:pages>2822--2828</swrc:pages><swrc:title>Rapid and Quantitative Detection of the Microbial
                 Spoilage of Meat by Fourier Transform Infrared
                 Spectroscopy and Machine Learning</swrc:title><swrc:volume>68</swrc:volume><swrc:year>2002</swrc:year><swrc:keywords>algorithms, genetic programming </swrc:keywords><swrc:date>2008-06-19 17:35:00.0</swrc:date><swrc:abstract>Fourier transform infrared (FT-IR) spectroscopy is a
                 rapid, noninvasive technique with considerable
                 potential for application in the food and related
                 industries. We show here that this technique can be
                 used directly on the surface of food to produce
                 biochemically interpretable ?fingerprints.? Spoilage in
                 meat is the result of decomposition and the formation
                 of metabolites caused by the growth and enzymatic
                 activity of microorganisms. FT-IR was exploited to
                 measure biochemical changes within the meat substrate,
                 enhancing and accelerating the detection of microbial
                 spoilage. Chicken breasts were purchased from a
                 national retailer, comminuted for 10 s, and left to
                 spoil at room temperature for 24 h. Every hour, FT-IR
                 measurements were taken directly from the meat surface
                 using attenuated total reflectance, and the total
                 viable counts were obtained by classical plating
                 methods. Quantitative interpretation of FT-IR spectra
                 was possible using partial least-squares regression and
                 allowed accurate estimates of bacterial loads to be
                 calculated directly from the meat surface in 60 s.
                 Genetic programming was used to derive rules showing
                 that at levels of 10 7 bacteria.g 1 the main
                 biochemical indicator of spoilage was the onset of
                 proteolysis. Thus, using FT-IR we were able to acquire
                 a metabolic snapshot and quantify, noninvasively, the
                 microbial loads of food samples accurately and rapidly
                 in 60 s, directly from the sample surface. We believe
                 this approach will aid in the Hazard Analysis Critical
                 Control Point process for the assessment of the
                 microbiological safety of food at the production,
                 processing, manufacturing, packaging, and storage
                 levels.</swrc:abstract><swrc:hasExtraField>
    <swrc:Field swrc:key="notes" swrc:value="American Society for Microbiology PMID: 12039738"/>
  </swrc:hasExtraField>
<swrc:hasExtraField>
    <swrc:Field swrc:key="doi" swrc:value="doi:10.1128/AEM.68.6.2822?2828.2002"/>
  </swrc:hasExtraField>
<swrc:author>
  <rdf:Seq>
  <rdf:_1><swrc:Person swrc:name="David I. Ellis" /></rdf:_1>
  <rdf:_2><swrc:Person swrc:name="David Broadhurst" /></rdf:_2>
  <rdf:_3><swrc:Person swrc:name="Douglas B. Kell" /></rdf:_3>
  <rdf:_4><swrc:Person swrc:name="Jem J. Rowland" /></rdf:_4>
  <rdf:_5><swrc:Person swrc:name="Royston Goodacre" /></rdf:_5>
  </rdf:Seq>
</swrc:author>

<swrc:editor>
  <rdf:Seq>
  </rdf:Seq>
</swrc:editor></swrc:Article>  
    </burst:publication>
  </item>
</rdf:RDF>