Re: [Corpora-List] Resources concerning multilabel problem

From: radev@umich.edu
Date: Fri Aug 18 2006 - 15:42:58 MET DST

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Look at this paper:

http://citeseer.ist.psu.edu/8956.html

Error-Correcting Output Coding for Text Classification (1999)
Adam Berger

See also:

http://citeseer.ist.psu.edu/19268.html

> -----Original Message-----
> From: owner-corpora@lists.uib.no [mailto:owner-corpora@lists.uib.no] On
> Behalf Of Cecilie Desiree Widsteen
> Sent: 18 August 2006 11:09
> To: Corpora list
> Subject: [Corpora-List] Resources concerning multilabel problem
>
>
>
> Hello all!
>
>
>
> I am looking for resources (articles, books, webpages) concerning the
>
> multilabel (multiclass?) problem in the context of text classification.
>
> By this I mean the fact that a document can be classified into more than
>
> one category. Especially w.r.t. supervised learning algorithms, where
>
> the documents in the training set may belong to multiple classes.
>
>
>
> Regards,
>
> --
>
> Cecilie Widsteen
>
> Institute for Informatics,
>
> University of Oslo
>
>
> --Boundary_(ID_Bwp/m+5eLKSGnHqnO7FgzA)
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> <body lang=EN-GB link=blue vlink=purple>
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> <div class=Section1>
>
> <span
> style='font-size:10.0pt'>Dear Cecilie,<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'>We have recently made available the JRC-Acquis corpus,
> which is a multilingual (21 languages) document collection multi-labelled according
> to the Eurovoc thesaurus and aligned at paragraph level for each of the 210
> language pairs. You find it for download at:<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'>      <a
> href="http://langtech.jrc.it/JRC-Acquis.html">http://langtech.jrc.it/JRC-Acquis.html><o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'>Furthermore, in the ‘Publications’ section
> of our web site (<a href="http://langtech.jrc.it/#Publications">http://langtech.jrc.it/#Publications>),
> you find a number of papers on (typically multilingual) multi-label text
> categorisation applications (look mainly around the years 2002-2004), including
> the following:<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt;font-family:Verdana'>Pouliquen Bruno, Ralf Steinberger
> & Camelia Ignat (2003)<span
> style='font-size:10.0pt;font-family:Verdana'>. <a
> href="http://langtech.jrc.it/Documents/EuroLan-03_Pouliquen-Steinberger-et-al.pdf">Automatic
> Annotation of Multilingual Text Collections with a Conceptual Thesaurus</a>.
> In: Proceedings of the Workshop Ontologies
> and Information Extraction at the Summer School <span
> style='font-style:italic'>The Semantic Web and Language Technology - Its
> Potential and Practicalities (EUROLAN'2003). Bucharest, Romania, 28
> July - 8 August 2003. Verdana'><o:p></o:p>
>
> <span
> style='font-size:10.0pt'>The text categorisation approach described in that
> paper is used as the major ingredient in our daily news analysis system
> NewsExplorer (freely accessible at <a href="http://press.jrc.it/NewsExplorer">http://press.jrc.it/NewsExplorer>)
> to link related news across languages.<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'>I hope this helps. All the best,<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'>Ralf<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> font-family:Arial'><o:p> </o:p>
>
> <div style='mso-element:para-border-div;border:none;border-top:solid windowtext 1.0pt;
> padding:1.0pt 0cm 0cm 0cm'>
>
> color=maroon face="Comic Sans MS"> "Comic Sans MS";color:maroon;font-weight:bold'>Ralf Steinberger<font
> size=1 color=maroon face="Comic Sans MS"> font-family:"Comic Sans MS";color:maroon'> ( color=maroon face="Comic Sans MS"> font-family:"Comic Sans MS";color:maroon'><a
> href="mailto:Ralf.Steinberger@jrc.it" title="mailto:Ralf.Steinberger@jrc.it"><font
> color=maroon><span
> title="mailto:Ralf.Steinberger@jrc.it"><span
> title="mailto:Ralf.Steinberger@jrc.it">Ralf.Steinberger@jrc.it</a><font
> size=1 color=maroon face="Comic Sans MS"> font-family:"Comic Sans MS";color:maroon'>) 
> European Commission - Joint Research Centre (JRC) 
> IPSC - SeS - Language Technology ( color=maroon face="Comic Sans MS"> "Comic Sans MS";color:maroon'><a href="http://langtech.jrc.it/"
> title="http://www.jrc.it/langtech"><span
> style='font-size:7.5pt;color:maroon'><span
> title="http://www.jrc.it/langtech">http://langtech.jrc.it></a>,
> <a href="http://press.jrc.it/NewsExplorer/" title="http://www.jrc.it/langtech"><font
> size=1 color=maroon><span
> title="http://www.jrc.it/langtech">http://press.jrc.it/NewsExplorer></a><font
> size=1 color=maroon face="Comic Sans MS"> font-family:"Comic Sans MS";color:maroon'>)  
> T.P. 267, Via Fermi 1 
> 21020 Ispra (VA), <U1:COUNTRY-REGION u2:st="on"><U1:PLACE u2:st="on">Italy 
> </U1:PLACE></U1:COUNTRY-REGION>Tel: +39 0332 78-6271 
> Fax: +39 0332 78-5154 
> Secretary: +39 0332 78-5648 or 9478<o:p></o:p>
>
> </div>
>
> 8.0pt;font-family:"Comic Sans MS"'><o:p> </o:p>
>
> <span
> style='font-size:8.0pt;font-family:"Comic Sans MS";color:red;font-weight:bold'>New
> URL: 8.0pt;font-family:"Comic Sans MS"'> <a href="http://langtech.jrc.it/">http://langtech.jrc.it>.
> The previous address http://www.jrc.it/langtech will only be valid for a few
> more months.<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'> <o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> style='font-size:10.0pt'>-----Original Message----- 
> From: owner-corpora@lists.uib.no [mailto:owner-corpora@lists.uib.no] On Behalf
> Of Cecilie Desiree Widsteen 
> Sent: 18 August 2006 11:09 
> To: Corpora list 
> Subject: [Corpora-List] Resources concerning multilabel problem
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'>Hello all!<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'>I am looking for resources (articles, books, webpages)
> concerning the <o:p></o:p>
>
> <span
> style='font-size:10.0pt'>multilabel (multiclass?) problem in the context of
> text classification. <o:p></o:p>
>
> <span
> style='font-size:10.0pt'>By this I mean the fact that a document can be
> classified into more than <o:p></o:p>
>
> <span
> style='font-size:10.0pt'>one category. Especially w.r.t. supervised learning
> algorithms, where <o:p></o:p>
>
> <span
> style='font-size:10.0pt'>the documents in the training set may belong to
> multiple classes.<o:p></o:p>
>
> <span
> style='font-size:10.0pt'><o:p> </o:p>
>
> <span
> style='font-size:10.0pt'>Regards,<o:p></o:p>
>
> <span
> style='font-size:10.0pt'>--<o:p></o:p>
>
> <span
> style='font-size:10.0pt'>Cecilie Widsteen<o:p></o:p>
>
> <span
> style='font-size:10.0pt'>Institute for Informatics,<o:p></o:p>
>
> <span
> style='font-size:10.0pt'>University of Oslo<o:p></o:p>
>
> </div>
>
> </body>
>
> </html>
>
> --Boundary_(ID_Bwp/m+5eLKSGnHqnO7FgzA)--
>
>
>

-- 
Dragomir R. Radev                                         radev@umich.edu
Associate Professor of Information, Electrical Engineering and
Computer Science, and Linguistics, the University of Michigan, Ann Arbor
Phone: 734-615-5225   Fax: 734-764-2475    http://www.si.umich.edu/~radev

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