InforLorV4, Istex, Corpus, bibRecord, 000054

Self-organizing Maps and Ancient Documents

Identifieur interne : 000054 ( Istex/Corpus ); précédent : 000053; suivant : 000055

Self-organizing Maps and Ancient Documents

Auteurs : Eddie Smigiel ; Abdel Belaid ; Hatem Hamza

Source :

Lecture Notes in Computer Science [ 0302-9743 ]

RBID : ISTEX:029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D

Abstract

Abstract: This paper presents how Self-Organizing Maps and especially Kohonen maps can be applied to digital images of ancient collections in the perspective of valorization and diffusion. As an illustration, a scheme of transparency reduction of the digitized Gutenberg Bible is presented. In this two steps method, the Kohonen map is trained to generate a set of test vectors that will train in a supervised manner a classical feed-forward network. The testing step consists then in classifying each pixel into one class out of four by feeding directly the feed forward network. The pixels belonging to the transparency class are then removed.

Url:

https://api.istex.fr/ark:/67375/HCB-Z1XWL6JJ-6/fulltext.pdf

DOI: 10.1007/978-3-540-28640-0_12

Links to Exploration step

ISTEX:029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D

Le document en format XML

<record><TEI wicri:istexFullTextTei="biblStruct"><teiHeader><fileDesc><titleStmt><title xml:lang="en">Self-organizing Maps and Ancient Documents</title>
<author><name sortKey="Smigiel, Eddie" sort="Smigiel, Eddie" uniqKey="Smigiel E" first="Eddie" last="Smigiel">Eddie Smigiel</name>
<affiliation><mods:affiliation>LICIA-INSA de Strasbourg, 24, Bd de la Victoire, F-67084, Strasbourg Cedex</mods:affiliation>
</affiliation>
<affiliation><mods:affiliation>E-mail: eddie.smigiel@insa-strasbourg.fr</mods:affiliation>
</affiliation>
</author>
<author><name sortKey="Belaid, Abdel" sort="Belaid, Abdel" uniqKey="Belaid A" first="Abdel" last="Belaid">Abdel Belaid</name>
<affiliation><mods:affiliation>LORIA, Université Nancy 2, Campus Scientifique, BP 239, 54506, Vandoeuvre-lès-Nancy Cedex</mods:affiliation>
</affiliation>
<affiliation><mods:affiliation>E-mail: abelaid@loria.fr</mods:affiliation>
</affiliation>
</author>
<author><name sortKey="Hamza, Hatem" sort="Hamza, Hatem" uniqKey="Hamza H" first="Hatem" last="Hamza">Hatem Hamza</name>
<affiliation><mods:affiliation>LORIA, CPE Lyon, domaine scientifique de la Doua.Bat 3083, bd du 11 Novembre 1918, BP 2077, 69616, Villeurbane cedex</mods:affiliation>
</affiliation>
<affiliation><mods:affiliation>E-mail: hamza@loria.fr</mods:affiliation>
</affiliation>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">ISTEX</idno>
<idno type="RBID">ISTEX:029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D</idno>
<date when="2004" year="2004">2004</date>
<idno type="doi">10.1007/978-3-540-28640-0_12</idno>
<idno type="url">https://api.istex.fr/ark:/67375/HCB-Z1XWL6JJ-6/fulltext.pdf</idno>
<idno type="wicri:Area/Istex/Corpus">000054</idno>
<idno type="wicri:explorRef" wicri:stream="Istex" wicri:step="Corpus" wicri:corpus="ISTEX">000054</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title level="a" type="main" xml:lang="en">Self-organizing Maps and Ancient Documents</title>
<author><name sortKey="Smigiel, Eddie" sort="Smigiel, Eddie" uniqKey="Smigiel E" first="Eddie" last="Smigiel">Eddie Smigiel</name>
<affiliation><mods:affiliation>LICIA-INSA de Strasbourg, 24, Bd de la Victoire, F-67084, Strasbourg Cedex</mods:affiliation>
</affiliation>
<affiliation><mods:affiliation>E-mail: eddie.smigiel@insa-strasbourg.fr</mods:affiliation>
</affiliation>
</author>
<author><name sortKey="Belaid, Abdel" sort="Belaid, Abdel" uniqKey="Belaid A" first="Abdel" last="Belaid">Abdel Belaid</name>
<affiliation><mods:affiliation>LORIA, Université Nancy 2, Campus Scientifique, BP 239, 54506, Vandoeuvre-lès-Nancy Cedex</mods:affiliation>
</affiliation>
<affiliation><mods:affiliation>E-mail: abelaid@loria.fr</mods:affiliation>
</affiliation>
</author>
<author><name sortKey="Hamza, Hatem" sort="Hamza, Hatem" uniqKey="Hamza H" first="Hatem" last="Hamza">Hatem Hamza</name>
<affiliation><mods:affiliation>LORIA, CPE Lyon, domaine scientifique de la Doua.Bat 3083, bd du 11 Novembre 1918, BP 2077, 69616, Villeurbane cedex</mods:affiliation>
</affiliation>
<affiliation><mods:affiliation>E-mail: hamza@loria.fr</mods:affiliation>
</affiliation>
</author>
</analytic>
<monogr></monogr>
<series><title level="s" type="main" xml:lang="en">Lecture Notes in Computer Science</title>
<idno type="ISSN">0302-9743</idno>
<idno type="eISSN">1611-3349</idno>
<idno type="ISSN">0302-9743</idno>
</series>
</biblStruct>
</sourceDesc>
<seriesStmt><idno type="ISSN">0302-9743</idno>
</seriesStmt>
</fileDesc>
<profileDesc><textClass></textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en">Abstract: This paper presents how Self-Organizing Maps and especially Kohonen maps can be applied to digital images of ancient collections in the perspective of valorization and diffusion. As an illustration, a scheme of transparency reduction of the digitized Gutenberg Bible is presented. In this two steps method, the Kohonen map is trained to generate a set of test vectors that will train in a supervised manner a classical feed-forward network. The testing step consists then in classifying each pixel into one class out of four by feeding directly the feed forward network. The pixels belonging to the transparency class are then removed.</div>
</front>
</TEI>
<istex><corpusName>springer-ebooks</corpusName>
<author><json:item><name>Eddie Smigiel</name>
<affiliations><json:string>LICIA-INSA de Strasbourg, 24, Bd de la Victoire, F-67084, Strasbourg Cedex</json:string>
<json:string>E-mail: eddie.smigiel@insa-strasbourg.fr</json:string>
</affiliations>
</json:item>
<json:item><name>Abdel Belaid</name>
<affiliations><json:string>LORIA, Université Nancy 2, Campus Scientifique, BP 239, 54506, Vandoeuvre-lès-Nancy Cedex</json:string>
<json:string>E-mail: abelaid@loria.fr</json:string>
</affiliations>
</json:item>
<json:item><name>Hatem Hamza</name>
<affiliations><json:string>LORIA, CPE Lyon, domaine scientifique de la Doua.Bat 3083, bd du 11 Novembre 1918, BP 2077, 69616, Villeurbane cedex</json:string>
<json:string>E-mail: hamza@loria.fr</json:string>
</affiliations>
</json:item>
</author>
<arkIstex>ark:/67375/HCB-Z1XWL6JJ-6</arkIstex>
<language><json:string>eng</json:string>
</language>
<originalGenre><json:string>OriginalPaper</json:string>
</originalGenre>
<abstract>Abstract: This paper presents how Self-Organizing Maps and especially Kohonen maps can be applied to digital images of ancient collections in the perspective of valorization and diffusion. As an illustration, a scheme of transparency reduction of the digitized Gutenberg Bible is presented. In this two steps method, the Kohonen map is trained to generate a set of test vectors that will train in a supervised manner a classical feed-forward network. The testing step consists then in classifying each pixel into one class out of four by feeding directly the feed forward network. The pixels belonging to the transparency class are then removed.</abstract>
<qualityIndicators><refBibsNative>false</refBibsNative>
<abstractWordCount>102</abstractWordCount>
<abstractCharCount>645</abstractCharCount>
<keywordCount>0</keywordCount>
<score>6.633</score>
<pdfWordCount>3409</pdfWordCount>
<pdfCharCount>19136</pdfCharCount>
<pdfVersion>1.3</pdfVersion>
<pdfPageCount>10</pdfPageCount>
<pdfPageSize>430 x 660 pts</pdfPageSize>
</qualityIndicators>
<title>Self-organizing Maps and Ancient Documents</title>
<chapterId><json:string>12</json:string>
<json:string>Chap12</json:string>
</chapterId>
<genre><json:string>conference</json:string>
</genre>
<serie><title>Lecture Notes in Computer Science</title>
<language><json:string>unknown</json:string>
</language>
<copyrightDate>2004</copyrightDate>
<issn><json:string>0302-9743</json:string>
</issn>
<eissn><json:string>1611-3349</json:string>
</eissn>
<editor><json:item><name>David Hutchison</name>
<affiliations><json:string>Lancaster University, UK</json:string>
</affiliations>
</json:item>
<json:item><name>Takeo Kanade</name>
<affiliations><json:string>Carnegie Mellon University, Pittsburgh, PA, USA</json:string>
</affiliations>
</json:item>
<json:item><name>Josef Kittler</name>
<affiliations><json:string>University of Surrey, Guildford, UK</json:string>
</affiliations>
</json:item>
<json:item><name>Jon M. Kleinberg</name>
<affiliations><json:string>Cornell University, Ithaca, NY, USA</json:string>
</affiliations>
</json:item>
<json:item><name>Friedemann Mattern</name>
<affiliations><json:string>ETH Zurich, Switzerland</json:string>
</affiliations>
</json:item>
<json:item><name>John C. Mitchell</name>
<affiliations><json:string>Stanford University, CA, USA</json:string>
</affiliations>
</json:item>
<json:item><name>Moni Naor</name>
<affiliations><json:string>Weizmann Institute of Science, Rehovot, Israel</json:string>
</affiliations>
</json:item>
<json:item><name>Oscar Nierstrasz</name>
<affiliations><json:string>University of Bern, Switzerland</json:string>
</affiliations>
</json:item>
<json:item><name>C. Pandu Rangan</name>
<affiliations><json:string>Indian Institute of Technology, Madras, India</json:string>
</affiliations>
</json:item>
<json:item><name>Bernhard Steffen</name>
<affiliations><json:string>University of Dortmund, Germany</json:string>
</affiliations>
</json:item>
<json:item><name>Madhu Sudan</name>
<affiliations><json:string>Massachusetts Institute of Technology, MA, USA</json:string>
</affiliations>
</json:item>
<json:item><name>Demetri Terzopoulos</name>
<affiliations><json:string>New York University, NY, USA</json:string>
</affiliations>
</json:item>
<json:item><name>Dough Tygar</name>
<affiliations><json:string>University of California, Berkeley, CA, USA</json:string>
</affiliations>
</json:item>
<json:item><name>Moshe Y. Vardi</name>
<affiliations><json:string>Rice University, Houston, TX, USA</json:string>
</affiliations>
</json:item>
<json:item><name>Gerhard Weikum</name>
<affiliations><json:string>Max-Planck Institute of Computer Science, Saarbruecken, Germany</json:string>
</affiliations>
</json:item>
</editor>
</serie>
<host><title>Document Analysis Systems VI</title>
<language><json:string>unknown</json:string>
</language>
<copyrightDate>2004</copyrightDate>
<doi><json:string>10.1007/b100557</json:string>
</doi>
<issn><json:string>0302-9743</json:string>
</issn>
<eissn><json:string>1611-3349</json:string>
</eissn>
<eisbn><json:string>978-3-540-28640-0</json:string>
</eisbn>
<bookId><json:string>978-3-540-28640-0</json:string>
</bookId>
<isbn><json:string>978-3-540-23060-1</json:string>
</isbn>
<volume>3163</volume>
<pages><first>125</first>
<last>134</last>
</pages>
<genre><json:string>book-series</json:string>
</genre>
<editor><json:item><name>Simone Marinai</name>
<affiliations><json:string>Dipartimento di Sistemi e Informatica, Università di Firenze, Via di Santa Marta 3, 50139, Firenze, Italy</json:string>
<json:string>E-mail: marinai@dsi.unifi.it</json:string>
</affiliations>
</json:item>
<json:item><name>Andreas R. Dengel</name>
<affiliations><json:string>Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH, Kaiserslautern, Germany</json:string>
<json:string>E-mail: Andreas.Dengel@dfki.de</json:string>
</affiliations>
</json:item>
</editor>
<subject><json:item><value>Computer Science</value>
</json:item>
<json:item><value>Computer Science</value>
</json:item>
<json:item><value>Pattern Recognition</value>
</json:item>
<json:item><value>Information Storage and Retrieval</value>
</json:item>
<json:item><value>Image Processing and Computer Vision</value>
</json:item>
<json:item><value>Simulation and Modeling</value>
</json:item>
<json:item><value>Computer Appl. in Administrative Data Processing</value>
</json:item>
</subject>
</host>
<ark><json:string>ark:/67375/HCB-Z1XWL6JJ-6</json:string>
</ark>
<publicationDate>2004</publicationDate>
<copyrightDate>2004</copyrightDate>
<doi><json:string>10.1007/978-3-540-28640-0_12</json:string>
</doi>
<id>029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D</id>
<score>1</score>
<fulltext><json:item><extension>pdf</extension>
<original>true</original>
<mimetype>application/pdf</mimetype>
<uri>https://api.istex.fr/ark:/67375/HCB-Z1XWL6JJ-6/fulltext.pdf</uri>
</json:item>
<json:item><extension>zip</extension>
<original>false</original>
<mimetype>application/zip</mimetype>
<uri>https://api.istex.fr/ark:/67375/HCB-Z1XWL6JJ-6/bundle.zip</uri>
</json:item>
<istex:fulltextTEI uri="https://api.istex.fr/ark:/67375/HCB-Z1XWL6JJ-6/fulltext.tei"><teiHeader><fileDesc><titleStmt><title level="a" type="main" xml:lang="en">Self-organizing Maps and Ancient Documents</title>
</titleStmt>
<publicationStmt><authority>ISTEX</authority>
<availability><licence>Springer-Verlag Berlin Heidelberg</licence>
</availability>
<date when="2004">2004</date>
</publicationStmt>
<notesStmt><note type="conference" source="proceedings" scheme="https://content-type.data.istex.fr/ark:/67375/XTP-BFHXPBJJ-3">conference</note>
<note type="publication-type" subtype="book-series" scheme="https://publication-type.data.istex.fr/ark:/67375/JMC-0G6R5W5T-Z">book-series</note>
</notesStmt>
<sourceDesc><biblStruct><analytic><title level="a" type="main" xml:lang="en">Self-organizing Maps and Ancient Documents</title>
<author><persName><forename type="first">Eddie</forename>
<surname>Smigiel</surname>
</persName>
<email>eddie.smigiel@insa-strasbourg.fr</email>
<affiliation><orgName type="institution">LICIA-INSA de Strasbourg</orgName>
<address><street>24, Bd de la Victoire</street>
<postCode>F-67084</postCode>
<settlement>Strasbourg Cedex</settlement>
</address>
</affiliation>
</author>
<author><persName><forename type="first">Abdel</forename>
<surname>Belaid</surname>
</persName>
<email>abelaid@loria.fr</email>
<affiliation><orgName type="department">LORIA</orgName>
<orgName type="institution">Université Nancy 2, Campus Scientifique</orgName>
<address><postBox>BP 239</postBox>
<postCode>54506</postCode>
<settlement>Vandoeuvre-lès-Nancy Cedex</settlement>
</address>
</affiliation>
</author>
<author><persName><forename type="first">Hatem</forename>
<surname>Hamza</surname>
</persName>
<email>hamza@loria.fr</email>
<affiliation><orgName type="department">LORIA</orgName>
<orgName type="institution">CPE Lyon, domaine scientifique de la Doua.Bat 3083</orgName>
<address><street>bd du 11 Novembre 1918</street>
<postBox>BP 2077</postBox>
<postCode>69616</postCode>
<settlement>Villeurbane cedex</settlement>
</address>
</affiliation>
</author>
<idno type="istex">029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D</idno>
<idno type="ark">ark:/67375/HCB-Z1XWL6JJ-6</idno>
<idno type="DOI">10.1007/978-3-540-28640-0_12</idno>
</analytic>
<monogr><title level="m" type="main">Document Analysis Systems VI</title>
<title level="m" type="sub">6th International Workshop, DAS 2004, Florence, Italy, September 8 - 10, 2004. Proceedings</title>
<title level="m" type="part">Historical Documents</title>
<idno type="DOI">10.1007/b100557</idno>
<idno type="book-id">978-3-540-28640-0</idno>
<idno type="ISBN">978-3-540-23060-1</idno>
<idno type="eISBN">978-3-540-28640-0</idno>
<idno type="chapter-id">Chap12</idno>
<idno type="part-id">Part2</idno>
<editor><persName><forename type="first">Simone</forename>
<surname>Marinai</surname>
</persName>
<email>marinai@dsi.unifi.it</email>
<affiliation><orgName type="department">Dipartimento di Sistemi e Informatica</orgName>
<orgName type="institution">Università di Firenze</orgName>
<address><street>Via di Santa Marta 3</street>
<postCode>50139</postCode>
<settlement>Firenze</settlement>
<country key="IT">ITALY</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Andreas</forename>
<forename type="first">R.</forename>
<surname>Dengel</surname>
</persName>
<email>Andreas.Dengel@dfki.de</email>
<affiliation><orgName type="institution">Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH</orgName>
<address><settlement>Kaiserslautern</settlement>
<country key="DE">GERMANY</country>
</address>
</affiliation>
</editor>
<imprint><biblScope unit="vol">3163</biblScope>
<biblScope unit="page" from="125">125</biblScope>
<biblScope unit="page" to="134">134</biblScope>
<biblScope unit="chapter-count">53</biblScope>
<biblScope unit="part-chapter-count">8</biblScope>
</imprint>
</monogr>
<series><title level="s" type="main" xml:lang="en">Lecture Notes in Computer Science</title>
<editor><persName><forename type="first">David</forename>
<surname>Hutchison</surname>
</persName>
<affiliation><orgName type="institution">Lancaster University</orgName>
<address><country key="GB">UNITED KINGDOM</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Takeo</forename>
<surname>Kanade</surname>
</persName>
<affiliation><orgName type="institution">Carnegie Mellon University</orgName>
<address><settlement>Pittsburgh</settlement>
<region>PA</region>
<country key="US">UNITED STATES</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Josef</forename>
<surname>Kittler</surname>
</persName>
<affiliation><orgName type="institution">University of Surrey</orgName>
<address><settlement>Guildford</settlement>
<country key="GB">UNITED KINGDOM</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Jon</forename>
<forename type="first">M.</forename>
<surname>Kleinberg</surname>
</persName>
<affiliation><orgName type="institution">Cornell University</orgName>
<address><settlement>Ithaca</settlement>
<region>NY</region>
<country key="US">UNITED STATES</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Friedemann</forename>
<surname>Mattern</surname>
</persName>
<affiliation><orgName type="institution">ETH Zurich</orgName>
<address><country key="CH">SWITZERLAND</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">John</forename>
<forename type="first">C.</forename>
<surname>Mitchell</surname>
</persName>
<affiliation><orgName type="institution">Stanford University</orgName>
<address><settlement>CA</settlement>
<country key="US">UNITED STATES</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Moni</forename>
<surname>Naor</surname>
</persName>
<affiliation><orgName type="institution">Weizmann Institute of Science</orgName>
<address><settlement>Rehovot</settlement>
<country key="IL">ISRAEL</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Oscar</forename>
<surname>Nierstrasz</surname>
</persName>
<affiliation><orgName type="institution">University of Bern</orgName>
<address><country key="CH">SWITZERLAND</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">C.</forename>
<surname>Pandu Rangan</surname>
</persName>
<affiliation><orgName type="institution">Indian Institute of Technology</orgName>
<address><settlement>Madras</settlement>
<country key="IN">INDIA</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Bernhard</forename>
<surname>Steffen</surname>
</persName>
<affiliation><orgName type="institution">University of Dortmund</orgName>
<address><country key="DE">GERMANY</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Madhu</forename>
<surname>Sudan</surname>
</persName>
<affiliation><orgName type="institution">Massachusetts Institute of Technology</orgName>
<address><settlement>MA</settlement>
<country key="US">UNITED STATES</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Demetri</forename>
<surname>Terzopoulos</surname>
</persName>
<affiliation><orgName type="institution">New York University</orgName>
<address><settlement>NY</settlement>
<country key="US">UNITED STATES</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Dough</forename>
<surname>Tygar</surname>
</persName>
<affiliation><orgName type="institution">University of California</orgName>
<address><settlement>Berkeley</settlement>
<region>CA</region>
<country key="US">UNITED STATES</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Moshe</forename>
<forename type="first">Y.</forename>
<surname>Vardi</surname>
</persName>
<affiliation><orgName type="institution">Rice University</orgName>
<address><settlement>Houston</settlement>
<region>TX</region>
<country key="US">UNITED STATES</country>
</address>
</affiliation>
</editor>
<editor><persName><forename type="first">Gerhard</forename>
<surname>Weikum</surname>
</persName>
<affiliation><orgName type="institution">Max-Planck Institute of Computer Science</orgName>
<address><settlement>Saarbruecken</settlement>
<country key="DE">GERMANY</country>
</address>
</affiliation>
</editor>
<idno type="pISSN">0302-9743</idno>
<idno type="eISSN">1611-3349</idno>
<idno type="seriesID">558</idno>
</series>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><abstract xml:lang="en"><head>Abstract</head>
<p>This paper presents how Self-Organizing Maps and especially Kohonen maps can be applied to digital images of ancient collections in the perspective of valorization and diffusion. As an illustration, a scheme of transparency reduction of the digitized Gutenberg Bible is presented. In this two steps method, the Kohonen map is trained to generate a set of test vectors that will train in a supervised manner a classical feed-forward network. The testing step consists then in classifying each pixel into one class out of four by feeding directly the feed forward network. The pixels belonging to the transparency class are then removed.</p>
</abstract>
<textClass ana="subject"><keywords scheme="book-subject-collection"><list><label>SUCO11645</label>
<item><term>Computer Science</term>
</item>
</list>
</keywords>
</textClass>
<textClass ana="subject"><keywords scheme="book-subject"><list><label>I</label>
<item><term type="Primary">Computer Science</term>
</item>
<label>I2203X</label>
<item><term type="Secondary" subtype="priority-1">Pattern Recognition</term>
</item>
<label>I18032</label>
<item><term type="Secondary" subtype="priority-2">Information Storage and Retrieval</term>
</item>
<label>I22021</label>
<item><term type="Secondary" subtype="priority-3">Image Processing and Computer Vision</term>
</item>
<label>I21025</label>
<item><term type="Secondary" subtype="priority-4">Simulation and Modeling</term>
</item>
<label>I2301X</label>
<item><term type="Secondary" subtype="priority-5">Computer Appl. in Administrative Data Processing</term>
</item>
</list>
</keywords>
</textClass>
<langUsage><language ident="EN"></language>
</langUsage>
</profileDesc>
</teiHeader>
</istex:fulltextTEI>
<json:item><extension>txt</extension>
<original>false</original>
<mimetype>text/plain</mimetype>
<uri>https://api.istex.fr/ark:/67375/HCB-Z1XWL6JJ-6/fulltext.txt</uri>
</json:item>
</fulltext>
<metadata><istex:metadataXml wicri:clean="corpus springer-ebooks not found" wicri:toSee="no header"><istex:xmlDeclaration>version="1.0" encoding="UTF-8"</istex:xmlDeclaration>
<istex:docType PUBLIC="-//Springer-Verlag//DTD A++ V2.4//EN" URI="http://devel.springer.de/A++/V2.4/DTD/A++V2.4.dtd" name="istex:docType"></istex:docType>
<istex:document><Publisher><PublisherInfo><PublisherName>Springer Berlin Heidelberg</PublisherName>
<PublisherLocation>Berlin, Heidelberg</PublisherLocation>
</PublisherInfo>
<Series><SeriesInfo SeriesType="Series" TocLevels="0"><SeriesID>558</SeriesID>
<SeriesPrintISSN>0302-9743</SeriesPrintISSN>
<SeriesElectronicISSN>1611-3349</SeriesElectronicISSN>
<SeriesTitle Language="En">Lecture Notes in Computer Science</SeriesTitle>
</SeriesInfo>
<SeriesHeader><EditorGroup><Editor AffiliationIDS="Aff1"><EditorName DisplayOrder="Western"><GivenName>David</GivenName>
<FamilyName>Hutchison</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff2"><EditorName DisplayOrder="Western"><GivenName>Takeo</GivenName>
<FamilyName>Kanade</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff3"><EditorName DisplayOrder="Western"><GivenName>Josef</GivenName>
<FamilyName>Kittler</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff4"><EditorName DisplayOrder="Western"><GivenName>Jon</GivenName>
<GivenName>M.</GivenName>
<FamilyName>Kleinberg</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff5"><EditorName DisplayOrder="Western"><GivenName>Friedemann</GivenName>
<FamilyName>Mattern</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff6"><EditorName DisplayOrder="Western"><GivenName>John</GivenName>
<GivenName>C.</GivenName>
<FamilyName>Mitchell</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff7"><EditorName DisplayOrder="Western"><GivenName>Moni</GivenName>
<FamilyName>Naor</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff8"><EditorName DisplayOrder="Western"><GivenName>Oscar</GivenName>
<FamilyName>Nierstrasz</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff9"><EditorName DisplayOrder="Western"><GivenName>C.</GivenName>
<FamilyName>Pandu Rangan</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff10"><EditorName DisplayOrder="Western"><GivenName>Bernhard</GivenName>
<FamilyName>Steffen</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff11"><EditorName DisplayOrder="Western"><GivenName>Madhu</GivenName>
<FamilyName>Sudan</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff12"><EditorName DisplayOrder="Western"><GivenName>Demetri</GivenName>
<FamilyName>Terzopoulos</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff13"><EditorName DisplayOrder="Western"><GivenName>Dough</GivenName>
<FamilyName>Tygar</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff14"><EditorName DisplayOrder="Western"><GivenName>Moshe</GivenName>
<GivenName>Y.</GivenName>
<FamilyName>Vardi</FamilyName>
</EditorName>
</Editor>
<Editor AffiliationIDS="Aff15"><EditorName DisplayOrder="Western"><GivenName>Gerhard</GivenName>
<FamilyName>Weikum</FamilyName>
</EditorName>
</Editor>
<Affiliation ID="Aff1"><OrgName>Lancaster University</OrgName>
<OrgAddress><Country>UK</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff2"><OrgName>Carnegie Mellon University</OrgName>
<OrgAddress><City>Pittsburgh</City>
<State>PA</State>
<Country>USA</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff3"><OrgName>University of Surrey</OrgName>
<OrgAddress><City>Guildford</City>
<Country>UK</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff4"><OrgName>Cornell University</OrgName>
<OrgAddress><City>Ithaca</City>
<State>NY</State>
<Country>USA</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff5"><OrgName>ETH Zurich</OrgName>
<OrgAddress><Country>Switzerland</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff6"><OrgName>Stanford University</OrgName>
<OrgAddress><City>CA</City>
<Country>USA</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff7"><OrgName>Weizmann Institute of Science</OrgName>
<OrgAddress><City>Rehovot</City>
<Country>Israel</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff8"><OrgName>University of Bern</OrgName>
<OrgAddress><Country>Switzerland</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff9"><OrgName>Indian Institute of Technology</OrgName>
<OrgAddress><City>Madras</City>
<Country>India</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff10"><OrgName>University of Dortmund</OrgName>
<OrgAddress><Country>Germany</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff11"><OrgName>Massachusetts Institute of Technology</OrgName>
<OrgAddress><City>MA</City>
<Country>USA</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff12"><OrgName>New York University</OrgName>
<OrgAddress><City>NY</City>
<Country>USA</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff13"><OrgName>University of California</OrgName>
<OrgAddress><City>Berkeley</City>
<State>CA</State>
<Country>USA</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff14"><OrgName>Rice University</OrgName>
<OrgAddress><City>Houston</City>
<State>TX</State>
<Country>USA</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff15"><OrgName>Max-Planck Institute of Computer Science</OrgName>
<OrgAddress><City>Saarbruecken</City>
<Country>Germany</Country>
</OrgAddress>
</Affiliation>
</EditorGroup>
</SeriesHeader>
<Book Language="En"><BookInfo BookProductType="Proceedings" ContainsESM="No" Language="En" MediaType="eBook" NumberingDepth="2" NumberingStyle="ContentOnly" OutputMedium="All" TocLevels="0"><BookID>978-3-540-28640-0</BookID>
<BookTitle>Document Analysis Systems VI</BookTitle>
<BookSubTitle>6th International Workshop, DAS 2004, Florence, Italy, September 8 - 10, 2004. Proceedings</BookSubTitle>
<BookVolumeNumber>3163</BookVolumeNumber>
<BookSequenceNumber>3163</BookSequenceNumber>
<BookDOI>10.1007/b100557</BookDOI>
<BookTitleID>112492</BookTitleID>
<BookPrintISBN>978-3-540-23060-1</BookPrintISBN>
<BookElectronicISBN>978-3-540-28640-0</BookElectronicISBN>
<BookChapterCount>53</BookChapterCount>
<BookCopyright><CopyrightHolderName>Springer-Verlag Berlin Heidelberg</CopyrightHolderName>
<CopyrightYear>2004</CopyrightYear>
</BookCopyright>
<BookSubjectGroup><BookSubject Code="I" Type="Primary">Computer Science</BookSubject>
<BookSubject Code="I2203X" Priority="1" Type="Secondary">Pattern Recognition</BookSubject>
<BookSubject Code="I18032" Priority="2" Type="Secondary">Information Storage and Retrieval</BookSubject>
<BookSubject Code="I22021" Priority="3" Type="Secondary">Image Processing and Computer Vision</BookSubject>
<BookSubject Code="I21025" Priority="4" Type="Secondary">Simulation and Modeling</BookSubject>
<BookSubject Code="I2301X" Priority="5" Type="Secondary">Computer Appl. in Administrative Data Processing</BookSubject>
<SubjectCollection Code="SUCO11645">Computer Science</SubjectCollection>
</BookSubjectGroup>
<BookContext><SeriesID>558</SeriesID>
</BookContext>
</BookInfo>
<BookHeader><EditorGroup><Editor AffiliationIDS="Aff16"><EditorName DisplayOrder="Western"><GivenName>Simone</GivenName>
<FamilyName>Marinai</FamilyName>
</EditorName>
<Contact><Email>marinai@dsi.unifi.it</Email>
</Contact>
</Editor>
<Editor AffiliationIDS="Aff17"><EditorName DisplayOrder="Western"><GivenName>Andreas</GivenName>
<GivenName>R.</GivenName>
<FamilyName>Dengel</FamilyName>
</EditorName>
<Contact><Email>Andreas.Dengel@dfki.de</Email>
</Contact>
</Editor>
<Affiliation ID="Aff16"><OrgDivision>Dipartimento di Sistemi e Informatica</OrgDivision>
<OrgName>Università di Firenze</OrgName>
<OrgAddress><Street>Via di Santa Marta 3</Street>
<Postcode>50139</Postcode>
<City>Firenze</City>
<Country>Italy</Country>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff17"><OrgName>Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH</OrgName>
<OrgAddress><City>Kaiserslautern</City>
<Country>Germany</Country>
</OrgAddress>
</Affiliation>
</EditorGroup>
</BookHeader>
<Part ID="Part2"><PartInfo TocLevels="0"><PartID>2</PartID>
<PartSequenceNumber>2</PartSequenceNumber>
<PartTitle>Historical Documents</PartTitle>
<PartChapterCount>8</PartChapterCount>
<PartContext><SeriesID>558</SeriesID>
<BookTitle>Document Analysis Systems VI</BookTitle>
</PartContext>
</PartInfo>
<Chapter ID="Chap12" Language="En"><ChapterInfo ChapterType="OriginalPaper" ContainsESM="No" NumberingDepth="2" NumberingStyle="ContentOnly" TocLevels="0"><ChapterID>12</ChapterID>
<ChapterDOI>10.1007/978-3-540-28640-0_12</ChapterDOI>
<ChapterSequenceNumber>12</ChapterSequenceNumber>
<ChapterTitle Language="En">Self-organizing Maps and Ancient Documents</ChapterTitle>
<ChapterFirstPage>125</ChapterFirstPage>
<ChapterLastPage>134</ChapterLastPage>
<ChapterCopyright><CopyrightHolderName>Springer-Verlag Berlin Heidelberg</CopyrightHolderName>
<CopyrightYear>2004</CopyrightYear>
</ChapterCopyright>
<ChapterGrants Type="Regular"><MetadataGrant Grant="OpenAccess"></MetadataGrant>
<AbstractGrant Grant="OpenAccess"></AbstractGrant>
<BodyPDFGrant Grant="Restricted"></BodyPDFGrant>
<BodyHTMLGrant Grant="Restricted"></BodyHTMLGrant>
<BibliographyGrant Grant="Restricted"></BibliographyGrant>
<ESMGrant Grant="Restricted"></ESMGrant>
</ChapterGrants>
<ChapterContext><SeriesID>558</SeriesID>
<PartID>2</PartID>
<BookID>978-3-540-28640-0</BookID>
<BookTitle>Document Analysis Systems VI</BookTitle>
</ChapterContext>
</ChapterInfo>
<ChapterHeader><AuthorGroup><Author AffiliationIDS="Aff18"><AuthorName DisplayOrder="Western"><GivenName>Eddie</GivenName>
<FamilyName>Smigiel</FamilyName>
</AuthorName>
<Contact><Email>eddie.smigiel@insa-strasbourg.fr</Email>
</Contact>
</Author>
<Author AffiliationIDS="Aff19"><AuthorName DisplayOrder="Western"><GivenName>Abdel</GivenName>
<FamilyName>Belaid</FamilyName>
</AuthorName>
<Contact><Email>abelaid@loria.fr</Email>
</Contact>
</Author>
<Author AffiliationIDS="Aff20"><AuthorName DisplayOrder="Western"><GivenName>Hatem</GivenName>
<FamilyName>Hamza</FamilyName>
</AuthorName>
<Contact><Email>hamza@loria.fr</Email>
</Contact>
</Author>
<Affiliation ID="Aff18"><OrgName>LICIA-INSA de Strasbourg</OrgName>
<OrgAddress><Street>24, Bd de la Victoire</Street>
<Postcode>F-67084</Postcode>
<City>Strasbourg Cedex</City>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff19"><OrgDivision>LORIA</OrgDivision>
<OrgName>Université Nancy 2, Campus Scientifique</OrgName>
<OrgAddress><Postbox>BP 239</Postbox>
<Postcode>54506</Postcode>
<City>Vandoeuvre-lès-Nancy Cedex</City>
</OrgAddress>
</Affiliation>
<Affiliation ID="Aff20"><OrgDivision>LORIA</OrgDivision>
<OrgName>CPE Lyon, domaine scientifique de la Doua.Bat 3083</OrgName>
<OrgAddress><Street>bd du 11 Novembre 1918</Street>
<Postbox>BP 2077</Postbox>
<Postcode>69616</Postcode>
<City>Villeurbane cedex</City>
</OrgAddress>
</Affiliation>
</AuthorGroup>
<Abstract ID="Abs1" Language="En"><Heading>Abstract</Heading>
<Para>This paper presents how Self-Organizing Maps and especially Kohonen maps can be applied to digital images of ancient collections in the perspective of valorization and diffusion. As an illustration, a scheme of transparency reduction of the digitized Gutenberg Bible is presented. In this two steps method, the Kohonen map is trained to generate a set of test vectors that will train in a supervised manner a classical feed-forward network. The testing step consists then in classifying each pixel into one class out of four by feeding directly the feed forward network. The pixels belonging to the transparency class are then removed.</Para>
</Abstract>
</ChapterHeader>
<NoBody></NoBody>
</Chapter>
</Part>
</Book>
</Series>
</Publisher>
</istex:document>
</istex:metadataXml>
<mods version="3.6"><titleInfo lang="en"><title>Self-organizing Maps and Ancient Documents</title>
</titleInfo>
<titleInfo type="alternative" contentType="CDATA"><title>Self-organizing Maps and Ancient Documents</title>
</titleInfo>
<name type="personal"><namePart type="given">Eddie</namePart>
<namePart type="family">Smigiel</namePart>
<affiliation>LICIA-INSA de Strasbourg, 24, Bd de la Victoire, F-67084, Strasbourg Cedex</affiliation>
<affiliation>E-mail: eddie.smigiel@insa-strasbourg.fr</affiliation>
<role><roleTerm type="text">author</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Abdel</namePart>
<namePart type="family">Belaid</namePart>
<affiliation>LORIA, Université Nancy 2, Campus Scientifique, BP 239, 54506, Vandoeuvre-lès-Nancy Cedex</affiliation>
<affiliation>E-mail: abelaid@loria.fr</affiliation>
<role><roleTerm type="text">author</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Hatem</namePart>
<namePart type="family">Hamza</namePart>
<affiliation>LORIA, CPE Lyon, domaine scientifique de la Doua.Bat 3083, bd du 11 Novembre 1918, BP 2077, 69616, Villeurbane cedex</affiliation>
<affiliation>E-mail: hamza@loria.fr</affiliation>
<role><roleTerm type="text">author</roleTerm>
</role>
</name>
<typeOfResource>text</typeOfResource>
<genre displayLabel="OriginalPaper" authority="ISTEX" authorityURI="https://content-type.data.istex.fr" type="conference" valueURI="https://content-type.data.istex.fr/ark:/67375/XTP-BFHXPBJJ-3">conference</genre>
<originInfo><publisher>Springer Berlin Heidelberg</publisher>
<place><placeTerm type="text">Berlin, Heidelberg</placeTerm>
</place>
<dateIssued encoding="w3cdtf">2004</dateIssued>
<copyrightDate encoding="w3cdtf">2004</copyrightDate>
</originInfo>
<language><languageTerm type="code" authority="rfc3066">en</languageTerm>
<languageTerm type="code" authority="iso639-2b">eng</languageTerm>
</language>
<abstract lang="en">Abstract: This paper presents how Self-Organizing Maps and especially Kohonen maps can be applied to digital images of ancient collections in the perspective of valorization and diffusion. As an illustration, a scheme of transparency reduction of the digitized Gutenberg Bible is presented. In this two steps method, the Kohonen map is trained to generate a set of test vectors that will train in a supervised manner a classical feed-forward network. The testing step consists then in classifying each pixel into one class out of four by feeding directly the feed forward network. The pixels belonging to the transparency class are then removed.</abstract>
<relatedItem type="host"><titleInfo><title>Document Analysis Systems VI</title>
<subTitle>6th International Workshop, DAS 2004, Florence, Italy, September 8 - 10, 2004. Proceedings</subTitle>
</titleInfo>
<name type="personal"><namePart type="given">Simone</namePart>
<namePart type="family">Marinai</namePart>
<affiliation>Dipartimento di Sistemi e Informatica, Università di Firenze, Via di Santa Marta 3, 50139, Firenze, Italy</affiliation>
<affiliation>E-mail: marinai@dsi.unifi.it</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Andreas</namePart>
<namePart type="given">R.</namePart>
<namePart type="family">Dengel</namePart>
<affiliation>Knowledge Management Department, German Research Center for Artificial Intelligence (DFKI) GmbH, Kaiserslautern, Germany</affiliation>
<affiliation>E-mail: Andreas.Dengel@dfki.de</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<genre type="book-series" authority="ISTEX" authorityURI="https://publication-type.data.istex.fr" valueURI="https://publication-type.data.istex.fr/ark:/67375/JMC-0G6R5W5T-Z">book-series</genre>
<originInfo><publisher>Springer</publisher>
<copyrightDate encoding="w3cdtf">2004</copyrightDate>
<issuance>monographic</issuance>
</originInfo>
<subject><genre>Book-Subject-Collection</genre>
<topic authority="SpringerSubjectCodes" authorityURI="SUCO11645">Computer Science</topic>
</subject>
<subject><genre>Book-Subject-Group</genre>
<topic authority="SpringerSubjectCodes" authorityURI="I">Computer Science</topic>
<topic authority="SpringerSubjectCodes" authorityURI="I2203X">Pattern Recognition</topic>
<topic authority="SpringerSubjectCodes" authorityURI="I18032">Information Storage and Retrieval</topic>
<topic authority="SpringerSubjectCodes" authorityURI="I22021">Image Processing and Computer Vision</topic>
<topic authority="SpringerSubjectCodes" authorityURI="I21025">Simulation and Modeling</topic>
<topic authority="SpringerSubjectCodes" authorityURI="I2301X">Computer Appl. in Administrative Data Processing</topic>
</subject>
<identifier type="DOI">10.1007/b100557</identifier>
<identifier type="ISBN">978-3-540-23060-1</identifier>
<identifier type="eISBN">978-3-540-28640-0</identifier>
<identifier type="ISSN">0302-9743</identifier>
<identifier type="eISSN">1611-3349</identifier>
<identifier type="BookTitleID">112492</identifier>
<identifier type="BookID">978-3-540-28640-0</identifier>
<identifier type="BookChapterCount">53</identifier>
<identifier type="BookVolumeNumber">3163</identifier>
<identifier type="BookSequenceNumber">3163</identifier>
<identifier type="PartChapterCount">8</identifier>
<part><date>2004</date>
<detail type="part"><title>Historical Documents</title>
</detail>
<detail type="volume"><number>3163</number>
<caption>vol.</caption>
</detail>
<extent unit="pages"><start>125</start>
<end>134</end>
</extent>
</part>
<recordInfo><recordOrigin>Springer-Verlag Berlin Heidelberg, 2004</recordOrigin>
</recordInfo>
</relatedItem>
<relatedItem type="series"><titleInfo><title>Lecture Notes in Computer Science</title>
</titleInfo>
<name type="personal"><namePart type="given">David</namePart>
<namePart type="family">Hutchison</namePart>
<affiliation>Lancaster University, UK</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Takeo</namePart>
<namePart type="family">Kanade</namePart>
<affiliation>Carnegie Mellon University, Pittsburgh, PA, USA</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Josef</namePart>
<namePart type="family">Kittler</namePart>
<affiliation>University of Surrey, Guildford, UK</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Jon</namePart>
<namePart type="given">M.</namePart>
<namePart type="family">Kleinberg</namePart>
<affiliation>Cornell University, Ithaca, NY, USA</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Friedemann</namePart>
<namePart type="family">Mattern</namePart>
<affiliation>ETH Zurich, Switzerland</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">John</namePart>
<namePart type="given">C.</namePart>
<namePart type="family">Mitchell</namePart>
<affiliation>Stanford University, CA, USA</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Moni</namePart>
<namePart type="family">Naor</namePart>
<affiliation>Weizmann Institute of Science, Rehovot, Israel</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Oscar</namePart>
<namePart type="family">Nierstrasz</namePart>
<affiliation>University of Bern, Switzerland</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">C.</namePart>
<namePart type="family">Pandu Rangan</namePart>
<affiliation>Indian Institute of Technology, Madras, India</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Bernhard</namePart>
<namePart type="family">Steffen</namePart>
<affiliation>University of Dortmund, Germany</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Madhu</namePart>
<namePart type="family">Sudan</namePart>
<affiliation>Massachusetts Institute of Technology, MA, USA</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Demetri</namePart>
<namePart type="family">Terzopoulos</namePart>
<affiliation>New York University, NY, USA</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Dough</namePart>
<namePart type="family">Tygar</namePart>
<affiliation>University of California, Berkeley, CA, USA</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Moshe</namePart>
<namePart type="given">Y.</namePart>
<namePart type="family">Vardi</namePart>
<affiliation>Rice University, Houston, TX, USA</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<name type="personal"><namePart type="given">Gerhard</namePart>
<namePart type="family">Weikum</namePart>
<affiliation>Max-Planck Institute of Computer Science, Saarbruecken, Germany</affiliation>
<role><roleTerm type="text">editor</roleTerm>
</role>
</name>
<originInfo><publisher>Springer</publisher>
<copyrightDate encoding="w3cdtf">2004</copyrightDate>
<issuance>serial</issuance>
</originInfo>
<identifier type="ISSN">0302-9743</identifier>
<identifier type="eISSN">1611-3349</identifier>
<identifier type="SeriesID">558</identifier>
<recordInfo><recordOrigin>Springer-Verlag Berlin Heidelberg, 2004</recordOrigin>
</recordInfo>
</relatedItem>
<identifier type="istex">029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D</identifier>
<identifier type="ark">ark:/67375/HCB-Z1XWL6JJ-6</identifier>
<identifier type="DOI">10.1007/978-3-540-28640-0_12</identifier>
<identifier type="ChapterID">12</identifier>
<identifier type="ChapterID">Chap12</identifier>
<accessCondition type="use and reproduction" contentType="copyright">Springer-Verlag Berlin Heidelberg, 2004</accessCondition>
<recordInfo><recordContentSource authority="ISTEX" authorityURI="https://loaded-corpus.data.istex.fr" valueURI="https://loaded-corpus.data.istex.fr/ark:/67375/XBH-RLRX46XW-4">springer</recordContentSource>
<recordOrigin>Springer-Verlag Berlin Heidelberg, 2004</recordOrigin>
</recordInfo>
</mods>
<json:item><extension>json</extension>
<original>false</original>
<mimetype>application/json</mimetype>
<uri>https://api.istex.fr/ark:/67375/HCB-Z1XWL6JJ-6/record.json</uri>
</json:item>
</metadata>
</istex>
</record>

Pour manipuler ce document sous Unix (Dilib)

EXPLOR_STEP=$WICRI_ROOT/Wicri/Lorraine/explor/InforLorV4/Data/Istex/Corpus

HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000054 | SxmlIndent | more

HfdSelect -h $EXPLOR_AREA/Data/Istex/Corpus/biblio.hfd -nk 000054 | SxmlIndent | more

Pour mettre un lien sur cette page dans le réseau Wicri

{{Explor lien
   |wiki=    Wicri/Lorraine
   |area=    InforLorV4
   |flux=    Istex
   |étape=   Corpus
   |type=    RBID
   |clé=     ISTEX:029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D
   |texte=   Self-organizing Maps and Ancient Documents
}}

This area was generated with Dilib version V0.6.33.
Data generation: Mon Jun 10 21:56:28 2019. Site generation: Fri Feb 25 15:29:27 2022

	Serveur d'exploration sur la recherche en informatique en Lorraine
	Attention, ce site est en cours de développement ! Attention, site généré par des moyens informatiques à partir de corpus bruts. Les informations ne sont donc pas validées.

Serveur d'exploration sur la recherche en informatique en Lorraine

Self-organizing Maps and Ancient Documents

Self-organizing Maps and Ancient Documents

Source :

Abstract

Links to Exploration step

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri