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    <title>perClass</title>
    <link>http://perclass.com/index.php/forums/</link>
    <description>perClass</description>
    <dc:language>en</dc:language>
    <dc:rights>Copyright 2012</dc:rights>
    <dc:date>2012-02-02T19:31:29+01:00</dc:date>
    <admin:generatorAgent rdf:resource="http://expressionengine.com/" />
    

    <item>
      <title>Index out of bounds in sdsvc</title>
      <link>http://perclass.com/index.php/forums/viewthread/363/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/363/#When:22:25:13Z</guid>
      <description>&lt;p&gt;Hi, 
&lt;br /&gt;
training sdsvc with default settings on a particular dataset I obtain as follows:
&lt;br /&gt;
&lt;/p&gt;&lt;div class=&quot;codeblock&quot;&gt;&lt;code&gt;
&lt;span style=&quot;color: #007700&quot;&gt;???&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;Error&amp;nbsp;using&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;==&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;ind2code&amp;nbsp;at&amp;nbsp;8&lt;br /&gt;Index&amp;nbsp;out&amp;nbsp;of&amp;nbsp;bounds&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;.&lt;br /&gt;&lt;br /&gt;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;Error&amp;nbsp;in&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;==&amp;gt;&amp;nbsp;..&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;perClass_Demoperclass&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;@&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;sddatasubset&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;.&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;p&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;&amp;gt;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;subset&amp;nbsp;at&amp;nbsp;73&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;Error&amp;nbsp;in&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;==&amp;gt;&amp;nbsp;..&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;perClass_Demoperclass&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;@&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;sddatasubsref&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;.&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;p&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;&amp;gt;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;subsref&amp;nbsp;at&amp;nbsp;31&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;Error&amp;nbsp;in&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;==&amp;gt;&amp;nbsp;..&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;perClass_Demoperclasssdsvc&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;.&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;p&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;&amp;gt;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;sdsvc&amp;nbsp;at&amp;nbsp;210&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;Error&amp;nbsp;in&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;==&amp;gt;&amp;nbsp;..&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;perClass_Demoperclass&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;@&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;sdpplapply_untrained&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;.&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;p&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;&amp;gt;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;apply_untrained&amp;nbsp;at&amp;nbsp;150&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;Error&amp;nbsp;in&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;==&amp;gt;&amp;nbsp;..&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;perClass_Demoperclass&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;@&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;sdpplmtimes&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;.&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;p&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;&amp;gt;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;mtimes&amp;nbsp;at&amp;nbsp;72&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;Error&amp;nbsp;in&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;==&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;par_classify_BR&amp;nbsp;at&amp;nbsp;20&lt;br /&gt;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;trainedSvc&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;=&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;trainngData&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;*&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;untrainedSvc&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;;&lt;/span&gt;
&lt;/code&gt;&lt;/div&gt;&lt;p&gt;
Could you please help with the problem?
&lt;/p&gt;
&lt;p&gt;
Thanks in advance.
&lt;br /&gt;
Tomasz
&lt;/p&gt;</description>
      <dc:date>2012-01-31T22:25:13+01:00</dc:date>
    </item>

    <item>
      <title>sdparzen maxsamples</title>
      <link>http://perclass.com/index.php/forums/viewthread/364/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/364/#When:10:24:24Z</guid>
      <description>&lt;p&gt;Hi,
&lt;/p&gt;
&lt;p&gt;
When using the &#8216;maxsamples&#8217; option for the sdparzen classifier, how are the training samples chosen? Is this completely random?
&lt;/p&gt;
&lt;p&gt;
Best regards,
&lt;br /&gt;
Davy
&lt;/p&gt;</description>
      <dc:date>2012-02-01T10:24:24+01:00</dc:date>
    </item>

    <item>
      <title>sdimage label transparency</title>
      <link>http://perclass.com/index.php/forums/viewthread/362/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/362/#When:16:26:26Z</guid>
      <description>&lt;p&gt;Hi,
&lt;/p&gt;
&lt;p&gt;
When showing image data using the sdimage function, one can set the label transparency to &#8220;very transparent&#8221; using the GUI. Is it also possible to set this property automatically in the code itself?
&lt;/p&gt;
&lt;p&gt;
Cheers,
&lt;br /&gt;
Davy
&lt;/p&gt;</description>
      <dc:date>2012-01-30T16:26:26+01:00</dc:date>
    </item>

    <item>
      <title>Center of SVDD</title>
      <link>http://perclass.com/index.php/forums/viewthread/361/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/361/#When:22:20:09Z</guid>
      <description>&lt;p&gt;Is there any ways to find the center of SVDD using Gaussian kernel ?
&lt;/p&gt;</description>
      <dc:date>2012-01-24T22:20:09+01:00</dc:date>
    </item>

    <item>
      <title>bug in fixedcc.m</title>
      <link>http://perclass.com/index.php/forums/viewthread/360/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/360/#When:14:49:16Z</guid>
      <description>&lt;p&gt;Hi, 
&lt;/p&gt;
&lt;p&gt;
Line 204 in fixedcc.m function : 
&lt;br /&gt;
par &#45; w.data&#123;4&#125;;
&lt;/p&gt;
&lt;p&gt;
Should it be replaced by ?
&lt;br /&gt;
par = w.data&#123;4&#125;;
&lt;/p&gt;
&lt;p&gt;
Thank you for your help.
&lt;/p&gt;</description>
      <dc:date>2012-01-17T14:49:16+01:00</dc:date>
    </item>

    <item>
      <title>Internal error in sdtree</title>
      <link>http://perclass.com/index.php/forums/viewthread/359/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/359/#When:17:57:08Z</guid>
      <description>&lt;p&gt;Please help figure out what is the problem.
&lt;/p&gt;
&lt;p&gt;
&amp;gt;&amp;gt; sdtree(ds)
&lt;br /&gt;
??? Error using ==&amp;gt; perclass_mex
&lt;br /&gt;
Tree training: Internal error
&lt;/p&gt;
&lt;p&gt;
Error in ==&amp;gt;
&lt;br /&gt;
C:DocumentsNaukaResearchEnvPerClassperClass_Demoperclasssdtree.p&amp;gt;sdtree at
&lt;br /&gt;
181
&lt;/p&gt;
&lt;p&gt;
I am using:
&lt;br /&gt;
perClass Demo 3.1.2 (22&#45;Dec&#45;2011), Copyright (C) 2007&#45;2011, PR Sys Design, All rights reserved
&lt;/p&gt;
&lt;p&gt;
Regards.
&lt;/p&gt;</description>
      <dc:date>2012-01-13T17:57:08+01:00</dc:date>
    </item>

    <item>
      <title>PRTools Version 4.2.1 does not seem to contain the mapping class definition file.</title>
      <link>http://perclass.com/index.php/forums/viewthread/358/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/358/#When:16:19:53Z</guid>
      <description>&lt;p&gt;Hi, 
&lt;/p&gt;
&lt;p&gt;
I had the previous version of PRTools and tried to install the newer version (4.2.1) instead. 
&lt;/p&gt;
&lt;p&gt;
However, I was not able to find the mapping.p and mapping.m file with the newer version. I remember having it in the previous version. 
&lt;/p&gt;
&lt;p&gt;
The &#8216;Contents.m&#8217; file in the newer version mentions the file. I downloaded the zip file containing the codes twice and tried. Is there any step of the installation that I am missing?
&lt;/p&gt;
&lt;p&gt;
Thanks!
&lt;/p&gt;</description>
      <dc:date>2012-01-02T16:19:53+01:00</dc:date>
    </item>

    <item>
      <title>ROC questions</title>
      <link>http://perclass.com/index.php/forums/viewthread/357/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/357/#When:09:30:50Z</guid>
      <description>&lt;p&gt;Hi,
&lt;/p&gt;
&lt;p&gt;
I have 2 questions regarding ROC analysis in perClass:
&lt;/p&gt;
&lt;p&gt;
(1) When I use sddecide to create an operating point using the weighting&#45;based option (‘w’), is there a way to retrieve the actual operating point (e.g. to mark it in the ROC curve)?
&lt;/p&gt;
&lt;p&gt;
(2) [Probably this is very simple, but I cannot seem to find it] When doing the ROC analysis, how can I choose the operating point that minimizes the overall classification error (not the operating point that minimizes the per&#45;class classification errors)?
&lt;/p&gt;
&lt;p&gt;
Cheers,
&lt;br /&gt;
Davy
&lt;/p&gt;</description>
      <dc:date>2011-12-14T09:30:50+01:00</dc:date>
    </item>

    <item>
      <title>what exactly svc returns&#63;</title>
      <link>http://perclass.com/index.php/forums/viewthread/356/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/356/#When:12:14:27Z</guid>
      <description>&lt;p&gt;Hi dear forum members,
&lt;br /&gt;
I’m new in this forum and in PRTools too and I have been a little bit confused .&amp;nbsp; :&#45;S 
&lt;br /&gt;
Let Atrn be my train data which has: 100 objects by 2 features with 2 classes: [50  50] and Atrn be my testing data: 100 objects by 2 features with 2 classes: [50  50] .
&lt;br /&gt;
I want to create and train a classifier combiner using a membership matrix U (100x2) with soft clustering weights calculated using trained SOM,so  I wrote the following code in order to create and train the combiner:
&lt;/p&gt;
&lt;p&gt;
NumOfClassifiers=5;
&lt;/p&gt;
&lt;p&gt;
for clf=1:NumOfClassifiers
&lt;/p&gt;
&lt;p&gt;
    Wsvm&#123;clf&#125;=svc(); 
&lt;br /&gt;
    Wsvmtrn&#123;clf&#125;=Atrn*Wsvm&#123;clf&#125;;
&lt;br /&gt;
    str_Wsvmtrn=struct(Wsvmtrn&#123;clf&#125;);
&lt;br /&gt;
    SupportVectorIndices=Wsvmtrn&#123;clf&#125;.data&#123;5&#125;;
&lt;br /&gt;
    Wsvmtrn&#123;clf&#125;.data&#123;2&#125;.data=Usom(SupportVectorIndices,:); % include U here ????
&lt;br /&gt;
end
&lt;/p&gt;
&lt;p&gt;
From the workspace I saw that the data field of the struct str_Wsvmtrn is a 1x5 cell : The Wsvmtrn.data&#123;5&#125; field is a 42x1 vector which represent the support vector indices and Wsvmtrn.data&#123;3&#125; field is a 43x1 vector which represent the weights (but why 43x1 and not 42x1 ?).As for  the fields Wsvmtrn.data&#123;1&#125; (1x2 vector) and Wsvmtrn.data&#123;2&#125; ( a 42 by 2 data with 2 classes: [21  21]) ,what exactly do they represent? I thought that the Wsvmtrn.data&#123;2&#125; could be those Trainset&#8217;s objects that are pointed by the 42 
&lt;br /&gt;
support vector indices(as they have the same dimensionality) but the values aren&#8217;t the same!Please help me!I have no idea!
&lt;/p&gt;
&lt;p&gt;
From the 100 weights of the membership matrix , I take the 42 which corresponds to the 42 support vector indices and now I want to update the struct str_Wsvmtrn with them.But I don&#8217;t know how.
&lt;/p&gt;
&lt;p&gt;
Any response will be appreciated.
&lt;br /&gt;
Thanks a lot.
&lt;/p&gt;</description>
      <dc:date>2011-12-11T12:14:27+01:00</dc:date>
    </item>

    <item>
      <title>Modifications of  dd_tools&#8217; simpleroc</title>
      <link>http://perclass.com/index.php/forums/viewthread/355/</link>
      <guid>http://perclass.com/index.php/forums/viewthread/355/#When:11:41:48Z</guid>
      <description>&lt;p&gt;Hello,
&lt;br /&gt;
i have made some modifications to simpleroc of dd_tools. I think they might be useful for others.
&lt;/p&gt;
&lt;p&gt;
1) I have changed the branch that handles the &#8220;not uniquely defined ROC&#8221;. I have replaced the find (linear search on the whole vector) to a smaller loop, exploiting the fact that the thresholds are sorted. 
&lt;/p&gt;
&lt;p&gt;
The code is much faster now. With 10000 objects of which 86288 are unique, these are the timings on my computer:
&lt;br /&gt;
&#45; original 15 secs
&lt;br /&gt;
&#45; modified 0.33 secs
&lt;/p&gt;
&lt;p&gt;
2) I have added a threshold to the end of threshold vector in order to be of the same size of f (errors). 
&lt;br /&gt;
Assume you have 10 thresholds, currently the tenth threshold thr(10) corresponds to objects having &#8220;posterior probability&#8221; GREATER EQUAL (right?) than that threshold (the number is stored in f(10)). Since this is the last threshold, the ≥ is satisfied only by one object and as strict equality.
&lt;/p&gt;
&lt;p&gt;
f(11) is about all object reject by the classifier.&amp;nbsp; 
&lt;br /&gt;
Adding this line:
&lt;br /&gt;
&lt;/p&gt;&lt;div class=&quot;codeblock&quot;&gt;&lt;code&gt;
&lt;span style=&quot;color: #0000BB&quot;&gt;uout&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;&#91;uout&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;;&amp;nbsp;&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;uout&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;(&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;end&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;)+&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;10&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;*&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;eps&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;(&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;uout&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;(&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;end&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;))&lt;/span&gt;&lt;span style=&quot;color: #0000BB&quot;&gt;&#93;&lt;/span&gt;&lt;span style=&quot;color: #007700&quot;&gt;;&lt;/span&gt;
&lt;/code&gt;&lt;/div&gt;&lt;p&gt;
You will a have a u(11) greater than u(10). This threshold will be strictly greater than any posterior probability generated, so all object are rejected at this threshold (in accordance with f(11))  
&lt;/p&gt;
&lt;p&gt;
the modified file is attached. Let me know what you think about.
&lt;/p&gt;
&lt;p&gt;
Bye,
&lt;br /&gt;
Giuseppe
&lt;/p&gt;</description>
      <dc:date>2011-11-24T11:41:48+01:00</dc:date>
    </item>

    
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