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	<title>Publications:Almost Linear Biobasis Function Neural Networks - Revision history</title>
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	<updated>2026-04-04T19:18:17Z</updated>
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		<id>https://mw.hh.se/caisr/index.php?title=Publications:Almost_Linear_Biobasis_Function_Neural_Networks&amp;diff=3031&amp;oldid=prev</id>
		<title>Slawek at 20:40, 30 September 2016</title>
		<link rel="alternate" type="text/html" href="https://mw.hh.se/caisr/index.php?title=Publications:Almost_Linear_Biobasis_Function_Neural_Networks&amp;diff=3031&amp;oldid=prev"/>
		<updated>2016-09-30T20:40:53Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 20:40, 30 September 2016&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l4&quot; &gt;Line 4:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 4:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;{{PublicationSetupTemplate|Author=Liwen You, Thorsteinn Rögnvaldsson&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;{{PublicationSetupTemplate|Author=Liwen You, Thorsteinn Rögnvaldsson&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|PID=327085&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|PID=327085&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|Name=You, Liwen &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[yoli] &lt;/del&gt;(Högskolan i Halmstad &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;2804&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;]&lt;/del&gt;, Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;3905&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;]&lt;/del&gt;, Halmstad Embedded and Intelligent Systems Research (EIS) &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;3938&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;]&lt;/del&gt;, Intelligenta system (IS-lab) &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;3941&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;]&lt;/del&gt;);Rögnvaldsson, Thorsteinn &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;denni&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;] &lt;/del&gt;(Högskolan i Halmstad &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;2804&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;]&lt;/del&gt;, Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;3905&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;]&lt;/del&gt;, Halmstad Embedded and Intelligent Systems Research (EIS) &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;3938&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;]&lt;/del&gt;, Intelligenta system (IS-lab) &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;[&lt;/del&gt;3941&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;]&lt;/del&gt;)&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|Name=You, Liwen &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(liyo) &lt;/ins&gt;(Högskolan i Halmstad &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;2804&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;)&lt;/ins&gt;, Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;3905&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;)&lt;/ins&gt;, Halmstad Embedded and Intelligent Systems Research (EIS) &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;3938&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;)&lt;/ins&gt;, Intelligenta system (IS-lab) &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;3941&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;)&lt;/ins&gt;);Rögnvaldsson, Thorsteinn &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;denni&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;) (0000-0001-5163-2997) &lt;/ins&gt;(Högskolan i Halmstad &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;2804&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;)&lt;/ins&gt;, Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;3905&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;)&lt;/ins&gt;, Halmstad Embedded and Intelligent Systems Research (EIS) &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;3938&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;)&lt;/ins&gt;, Intelligenta system (IS-lab) &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;(&lt;/ins&gt;3941&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;)&lt;/ins&gt;)&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|Title=Almost Linear Biobasis Function Neural Networks&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|Title=Almost Linear Biobasis Function Neural Networks&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|PublicationType=Conference Paper&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|PublicationType=Conference Paper&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l55&quot; &gt;Line 55:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 55:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|CreatedDate=2010-06-28&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|CreatedDate=2010-06-28&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|PublicationDate=2010-06-28&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|PublicationDate=2010-06-28&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|LastUpdated=&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;2013&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;10&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;15&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|LastUpdated=&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;2014&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;05&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;06&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|diva=http://hh.diva-portal.org/smash/record.jsf?searchId=1&amp;amp;pid=diva2:327085}}&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|diva=http://hh.diva-portal.org/smash/record.jsf?searchId=1&amp;amp;pid=diva2:327085}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;div style=&amp;#039;display: none&amp;#039;&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;div style=&amp;#039;display: none&amp;#039;&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Slawek</name></author>
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	<entry>
		<id>https://mw.hh.se/caisr/index.php?title=Publications:Almost_Linear_Biobasis_Function_Neural_Networks&amp;diff=1198&amp;oldid=prev</id>
		<title>SlawekBot: Created page with &quot;&lt;div style=&#039;display: none&#039;&gt; == Do not edit this section == &lt;/div&gt; {{PublicationSetupTemplate|Author=Liwen You, Thorsteinn Rögnvaldsson |PID=327085 |Name=You, Liwen [yoli] (H...&quot;</title>
		<link rel="alternate" type="text/html" href="https://mw.hh.se/caisr/index.php?title=Publications:Almost_Linear_Biobasis_Function_Neural_Networks&amp;diff=1198&amp;oldid=prev"/>
		<updated>2014-03-13T11:50:02Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;&amp;lt;div style=&amp;#039;display: none&amp;#039;&amp;gt; == Do not edit this section == &amp;lt;/div&amp;gt; {{PublicationSetupTemplate|Author=Liwen You, Thorsteinn Rögnvaldsson |PID=327085 |Name=You, Liwen [yoli] (H...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;lt;div style=&amp;#039;display: none&amp;#039;&amp;gt;&lt;br /&gt;
== Do not edit this section ==&lt;br /&gt;
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{{PublicationSetupTemplate|Author=Liwen You, Thorsteinn Rögnvaldsson&lt;br /&gt;
|PID=327085&lt;br /&gt;
|Name=You, Liwen [yoli] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Intelligenta system (IS-lab) [3941]);Rögnvaldsson, Thorsteinn [denni] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Intelligenta system (IS-lab) [3941])&lt;br /&gt;
|Title=Almost Linear Biobasis Function Neural Networks&lt;br /&gt;
|PublicationType=Conference Paper&lt;br /&gt;
|ContentType=Övrigt vetenskapligt&lt;br /&gt;
|Language=eng&lt;br /&gt;
|Journal=&lt;br /&gt;
|JournalISSN=&lt;br /&gt;
|Status=&lt;br /&gt;
|Volume=&lt;br /&gt;
|Issue=&lt;br /&gt;
|HostPublication=The 2007 International Joint Conference on Neural Networks : IJCNN 2007 conference proceedings : August 12-17, 2007, Resaissance Orlando Resort, Orlando, Florida, USA&lt;br /&gt;
|Conference=The 2007 International Joint Conference on Neural Networks&lt;br /&gt;
|StartPage=1774&lt;br /&gt;
|EndPage=1778&lt;br /&gt;
|Year=2007&lt;br /&gt;
|Edition=&lt;br /&gt;
|Pages=&lt;br /&gt;
|City=Piscataway, N.J.&lt;br /&gt;
|Publisher=IEEE Press&lt;br /&gt;
|Series=International Conference on Neural Networks ; 2007&lt;br /&gt;
|SeriesISSN=1098-7576&lt;br /&gt;
|ISBN=978-1-4244-1380-5&lt;br /&gt;
|Urls=&lt;br /&gt;
|ISRN=&lt;br /&gt;
|DOI=http://dx.doi.org/10.1109/IJCNN.2007.4371226&lt;br /&gt;
|ISI=000254291101124&lt;br /&gt;
|PMID=&lt;br /&gt;
|ScopusId=2-s2.0-51749115099&lt;br /&gt;
|NBN=urn:nbn:se:hh:diva-5021&lt;br /&gt;
|LocalId=&lt;br /&gt;
|ArchiveNumber=&lt;br /&gt;
|Keywords=biobasis function neural networks;biological data set;biology computing;data analysis;distance measure linearity;distance measure normalization;linear classifiers;linear function;neural nets;pattern classification;similarity metric&lt;br /&gt;
|Categories=Teknik och teknologier (2)&lt;br /&gt;
|ResearchSubjects=&lt;br /&gt;
|Projects=&lt;br /&gt;
|Notes=&amp;lt;p&amp;gt;©2007 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.&amp;lt;/p&amp;gt;&lt;br /&gt;
|Abstract=&amp;lt;p&amp;gt;An analysis of biobasis function neural networks is presented, which shows that the similarity metric used is a linear function and that bio-basis function neural networks therefore often end up being just linear classifiers in high dimensional spaces. This is a consequence of four things: the linearity of the distance measure, the normalization of the distance measure, the recommended default values of the parameters, and that biological data sets are sparse.&amp;lt;/p&amp;gt;&lt;br /&gt;
|Opponents=&lt;br /&gt;
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|CreatedDate=2010-06-28&lt;br /&gt;
|PublicationDate=2010-06-28&lt;br /&gt;
|LastUpdated=2013-10-15&lt;br /&gt;
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		<author><name>SlawekBot</name></author>
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