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<bibtex:entry id="Ale01R">
  <bibtex:article>
    <bibtex:author>J. Ales Bianchetti</bibtex:author>
    <bibtex:title>a machine learning approach to analogical reasonning</bibtex:title>
    <bibtex:journal>Applied Artificial Intelligence</bibtex:journal>
    <bibtex:year>2001</bibtex:year>
    <bibtex:volume>4</bibtex:volume>
    <bibtex:pages>16-24</bibtex:pages>
    <bibtex:note>Expert Update, ECCAI, issn 1465-4091</bibtex:note>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="Bia00T">
  <bibtex:phdthesis>
    <bibtex:author>J. Ales-Bianchetti</bibtex:author>
    <bibtex:title>Le raisonnement par analogie. Une unification des modèles cognitifs et des théories de l'induction pour l'étude du raisonnement pas analogie</bibtex:title>
    <bibtex:year>2000</bibtex:year>
    <bibtex:month>july</bibtex:month>
    <bibtex:school>Laboratoire de Recherche en Informatique, Université Paris-Sud, France</bibtex:school>
    <bibtex:type>THESE</bibtex:type>
  </bibtex:phdthesis>
</bibtex:entry>
<bibtex:entry id="ICML02">
  <bibtex:inproceedings>
    <bibtex:author>J. Ales-Bianchetti and C. Rouveirol and M. Sebag</bibtex:author>
    <bibtex:editor>C. Sammut</bibtex:editor>
    <bibtex:title>Constraint-based Learning of Long Relational Concepts</bibtex:title>
    <bibtex:booktitle>$19^th$ International Conference on Machine Learning (ICML 2002)</bibtex:booktitle>
    <bibtex:publisher>Morgan Kaufmann</bibtex:publisher>
    <bibtex:year>2002</bibtex:year>
    <bibtex:pages>35-42</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="CAP2002abrs">
  <bibtex:inproceedings>
    <bibtex:author>J. Ales-Bianchetti and C. Rouveirol and M. Sebag</bibtex:author>
    <bibtex:title>Apprentissage contraint de longs concepts relationnels</bibtex:title>
    <bibtex:booktitle>Actes de la Conférence d'Apprentissage (CAp2002)</bibtex:booktitle>
    <bibtex:year>2002</bibtex:year>
    <bibtex:pages>1-12</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="Alp03">
  <bibtex:phdthesis>
    <bibtex:author>E. Alphonse</bibtex:author>
    <bibtex:title>Macro-opérateurs et Sélection Relationnelle en Programmation Logique Inductive : théorie et algorithmes</bibtex:title>
    <bibtex:year>2003</bibtex:year>
    <bibtex:month>juillet</bibtex:month>
    <bibtex:school>Laboratoire de Recherche en Informatique, Université Paris-Sud, France</bibtex:school>
    <bibtex:type>THESE</bibtex:type>
  </bibtex:phdthesis>
</bibtex:entry>
<bibtex:entry id="Alp01bis">
  <bibtex:inproceedings>
    <bibtex:author>E. Alphonse</bibtex:author>
    <bibtex:editor>G. Bisson</bibtex:editor>
    <bibtex:title>Sélection d'attributs pour les systèmes de PLI ascendants</bibtex:title>
    <bibtex:booktitle>Actes de la Conférence d'Apprentissage (CAP'01)</bibtex:booktitle>
    <bibtex:publisher>Hermès</bibtex:publisher>
    <bibtex:year>2001</bibtex:year>
    <bibtex:pages>11&#x2013;20</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AM02a">
  <bibtex:inproceedings>
    <bibtex:author>E. Alphonse and S. Matwin</bibtex:author>
    <bibtex:title>A Dynamic Approach to Dimensionality Reduction in Relational Learning</bibtex:title>
    <bibtex:booktitle>$13^th$ International Symposium on Methodologies for Intelligent Systems (ISMIS 2002)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2002</bibtex:year>
    <bibtex:pages>255-264</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AM01">
  <bibtex:inproceedings>
    <bibtex:author>E. Alphonse and S. Matwin</bibtex:author>
    <bibtex:title>Feature Selection for Bottom-up Inductive Logic Programming Learners</bibtex:title>
    <bibtex:booktitle>International Conference on Inductive Logic Programming (ILP 2001), Work-in-progress track</bibtex:booktitle>
    <bibtex:year>2001</bibtex:year>
    <bibtex:pages>1&#x2013;12</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AM02b">
  <bibtex:inproceedings>
    <bibtex:author>E. Alphonse and S. Matwin</bibtex:author>
    <bibtex:editor>C. Sammut and A. Hoffmann</bibtex:editor>
    <bibtex:title>Feature Subset Selection and Inductive Logic Programming</bibtex:title>
    <bibtex:booktitle>$19^th$ International Conference on Machine Learning (ICML'02)</bibtex:booktitle>
    <bibtex:publisher>Morgan Kaufmann</bibtex:publisher>
    <bibtex:year>2002</bibtex:year>
    <bibtex:pages>11-18</bibtex:pages>
    <bibtex:address>Sydney Australia</bibtex:address>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AR00E">
  <bibtex:inproceedings>
    <bibtex:author>E. Alphonse and C. Rouveirol</bibtex:author>
    <bibtex:editor>W. Horn</bibtex:editor>
    <bibtex:title>Lazy propositionalisation for Relational Learning</bibtex:title>
    <bibtex:booktitle>$14^th$ European Conference on Artificial Intelligence (ECAI 2000)</bibtex:booktitle>
    <bibtex:publisher>IOS Press</bibtex:publisher>
    <bibtex:year>2000</bibtex:year>
    <bibtex:pages>256&#x2013;260</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AS02">
  <bibtex:inproceedings>
    <bibtex:author>E. Alphonse and N. Stroppa</bibtex:author>
    <bibtex:title>Filtering Multi-instance Problems for Feature Selection in ILP</bibtex:title>
    <bibtex:booktitle>International Conference on Inductive Logic Programming (ILP 2002), Work-in-progress track</bibtex:booktitle>
    <bibtex:year>2002</bibtex:year>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="Matte_et_al_PAKDD2004">
  <bibtex:inproceedings>
    <bibtex:author>Ahmed Amrani and Yves Kodratoff and Oriane Matte-Tailliez</bibtex:author>
    <bibtex:editor>Honghua Dai and Ramakrishnan Srikant and Chengqi Zhang</bibtex:editor>
    <bibtex:title>A Semi-automatic System for Tagging Specialized Corpora</bibtex:title>
    <bibtex:booktitle>$8^th$ Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2004)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:volume>3056</bibtex:volume>
    <bibtex:series>LNAI</bibtex:series>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="Matte_et_al_CIFT04">
  <bibtex:inproceedings>
    <bibtex:author>Ahmed Amrani and Yves Kodratoff and Oriane Matte-Tailliez</bibtex:author>
    <bibtex:title>Un système dédié à l'étiquetage morpho-syntaxique des corpus de spécialité</bibtex:title>
    <bibtex:booktitle>Colloque International sur la Fouille de Texte (CIFT 2004)</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
    <bibtex:month>22-24 juin</bibtex:month>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AA_Modyco04">
  <bibtex:inproceedings>
    <bibtex:author>Ahmed Amrani and Yves Kodratoff and Oriane Matte-Tailliez</bibtex:author>
    <bibtex:title>Etiquetage morpho-syntaxique de corpus de spécialité</bibtex:title>
    <bibtex:booktitle>Colloque Jeunes Chercheurs (Modyco)</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
    <bibtex:month>29-30 avril</bibtex:month>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="Matte-EGC2004">
  <bibtex:inproceedings>
    <bibtex:author>Ahmed Amrani and Yves Kodratoff and Oriane Matte-Tailliez</bibtex:author>
    <bibtex:title>ETIQ, un étiqueteur inductif convivial pour les corpus de spécialité</bibtex:title>
    <bibtex:booktitle>Revue des Nouvelles Technologies de l'Information, numéro spécial "Entreposage et Fouille de Données" (EGC-2004)</bibtex:booktitle>
    <bibtex:publisher>Cépaduès</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:volume>2</bibtex:volume>
    <bibtex:month>janvier</bibtex:month>
    <bibtex:pages>477</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="auger:ppsn04">
  <bibtex:inproceedings>
    <bibtex:author>A. Auger and N. Vanhaecke and M. Schoenauer</bibtex:author>
    <bibtex:title>LS-CMA-ES: Better Covariance Matrix Adaptation using Least Square Approximation</bibtex:title>
    <bibtex:booktitle>$8^th$ International Conference on Parallel Problems Solving from Nature (PPSN 2004)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:pages>182-191</bibtex:pages>
    <bibtex:series>LNCS</bibtex:series>
    <bibtex:abstract>Evolution Strategies, a class of Evolutionary Algorithms based on Gaussian mutation and deterministic selection, are today considered the best choice as far as parameter optimization is concerned. However, there are multiple ways to tune the covariance matrix of the Gaussian mutation. After reviewing the state of the art in covariance matrix adaptation, a new approach is proposed, in which the update of the covariance matrix is based on a quadratic approximation of the target function, obtained by some Least-Square minimization. A dynamic criterion is designed to detect situations where the approximation is not accurate enough, and original Covariance Matrix Adaptation (CMA) should rather be directly used. The resulting algorithm is experimentally validated on benchmark functions, outperforming CMA-ES on a large class of problems.</bibtex:abstract>
    <bibtex:url>http://www.lri.fr/~marc/Papers/ppsnANM926.pdf</bibtex:url>
    <bibtex:pdf>file://Z:\Marc\tex\Anne\PPSN2004\ppsnANM926.pdf</bibtex:pdf>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="Aug00T">
  <bibtex:phdthesis>
    <bibtex:author>S. Augier</bibtex:author>
    <bibtex:title>Apprentissage Supervisé Relationnel par Algorithmes d'Évolution</bibtex:title>
    <bibtex:year>2000</bibtex:year>
    <bibtex:school>Laboratoire de Recherche en Informatique, Université Paris-Sud, France</bibtex:school>
    <bibtex:type>THESE</bibtex:type>
  </bibtex:phdthesis>
</bibtex:entry>
<bibtex:entry id="Lerman_Aze:Gafo2003">
  <bibtex:article>
    <bibtex:author>Isra\"el César Lerman AND Jér\^ome Azé</bibtex:author>
    <bibtex:editor>H. Briand and M. Sebag and R. Gras and F. Guillet</bibtex:editor>
    <bibtex:title>Indice Probabiliste Discriminant (de vraisemblance du lien) d'une Règle d'Association en cas de Très Grosses Données</bibtex:title>
    <bibtex:journal>Revue des Nouvelles Technologies de l'Information (RNTI-2), numéro spécial "Mesures de qualité pour la fouille de données"</bibtex:journal>
    <bibtex:year>2004</bibtex:year>
    <bibtex:volume>1</bibtex:volume>
    <bibtex:pages>69-94</bibtex:pages>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="Aze:EGC2003">
  <bibtex:article>
    <bibtex:author>Jér\^ome Azé</bibtex:author>
    <bibtex:title>Une nouvelle mesure de qualité pour l'extraction de pépites de connaissances</bibtex:title>
    <bibtex:journal>Revue d'Intelligence Artificielle</bibtex:journal>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>17</bibtex:volume>
    <bibtex:pages>171-182</bibtex:pages>
    <bibtex:number>1-2-3</bibtex:number>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="azeThese03">
  <bibtex:phdthesis>
    <bibtex:author>Jér\^ome Azé</bibtex:author>
    <bibtex:title>Extraction de Connaissances dans des Données Numériques et Textuelles</bibtex:title>
    <bibtex:year>2003</bibtex:year>
    <bibtex:month>decembre</bibtex:month>
    <bibtex:school>Laboratoire de Recherche en Informatique, Université Paris-Sud, France</bibtex:school>
    <bibtex:type>THESE</bibtex:type>
  </bibtex:phdthesis>
</bibtex:entry>
<bibtex:entry id="AzeGuillaumeCastagliola:JDS2003">
  <bibtex:article>
    <bibtex:author>Jér\^ome Azé and Sylvie Guillaume and Philippe Castagliola</bibtex:author>
    <bibtex:title>évaluation de la Résistance au Bruit de quelques Mesures Quantitative</bibtex:title>
    <bibtex:journal>Revue des Nouvelles Technologies de l'Information, numéro spécial "Entreposage et Fouille de données"</bibtex:journal>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>1</bibtex:volume>
    <bibtex:pages>159-170</bibtex:pages>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="Aze_Kodratoff:Gafo2003">
  <bibtex:article>
    <bibtex:author>Jér\^ome Azé and Yves Kodratoff</bibtex:author>
    <bibtex:editor>H. Briand and M. Sebag and R. Gras and F. Guillet</bibtex:editor>
    <bibtex:title>Extraction de pépites de connaissance dans les données : une nouvelle approche et une étude de la sensibilité au bruit</bibtex:title>
    <bibtex:journal>Revue des Nouvelles Technologies de l'Information, numéro spécial "Mesures de qualité pour la fouille de données"</bibtex:journal>
    <bibtex:year>2004</bibtex:year>
    <bibtex:pages>247-270</bibtex:pages>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="AzeKodratoff:EGC2002">
  <bibtex:article>
    <bibtex:author>Jér\^ome Azé and Yves Kodratoff</bibtex:author>
    <bibtex:title>Evaluation de la résistance au bruit de quelques mesures d'extraction de règles d'association</bibtex:title>
    <bibtex:journal>Revue d'Intelligence Artificielle, numéro spécial "Extraction des connaissances et apprentissage (EGC-02)"</bibtex:journal>
    <bibtex:year>2002</bibtex:year>
    <bibtex:volume>1</bibtex:volume>
    <bibtex:pages>143-154</bibtex:pages>
    <bibtex:number>4</bibtex:number>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="AzeKodratoff:EMCSR2002">
  <bibtex:inproceedings>
    <bibtex:author>Jér\^ome Azé and Yves Kodratoff</bibtex:author>
    <bibtex:title>A study of the Effect of Noisy Data in Rule Extraction Systems</bibtex:title>
    <bibtex:booktitle>$16^th$ European Meeting on Cybernetics and Systems Research (EMCSR 2002)</bibtex:booktitle>
    <bibtex:year>2002</bibtex:year>
    <bibtex:volume>2</bibtex:volume>
    <bibtex:pages>781-786</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="Challenge_ICML04">
  <bibtex:inproceedings>
    <bibtex:author>Jér\^ome Azé and No\"el Lucas and Michèle Sebag</bibtex:author>
    <bibtex:title>A Genetic ROC-based Classifier</bibtex:title>
    <bibtex:booktitle>Physiological Data Modeling Contest, ICML 2004, Canada</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
    <bibtex:month>July</bibtex:month>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AzeLucasSebag:EGC2003">
  <bibtex:article>
    <bibtex:author>Jér\^ome Azé and No\"el Lucas and Michèle Sebag</bibtex:author>
    <bibtex:title>Fouille de données visuelle et analyse de facteurs de risque médical</bibtex:title>
    <bibtex:journal>Revue d'Intelligence Artificielle, numéro spécial "Extraction et Gestion des Connaissances (EGC-03)"</bibtex:journal>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>17</bibtex:volume>
    <bibtex:pages>183-188</bibtex:pages>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="Challenge_PKDD03">
  <bibtex:inproceedings>
    <bibtex:author>Jér\^ome Azé and No\"el Lucas and Michèle Sebag</bibtex:author>
    <bibtex:title>A New Medical Test for Atherosclerosis Detection : GeNo</bibtex:title>
    <bibtex:booktitle>Discovery Challenge PKDD 2003</bibtex:booktitle>
    <bibtex:year>2003</bibtex:year>
    <bibtex:month>september</bibtex:month>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AzeRichyLorette:CIFED2000">
  <bibtex:inproceedings>
    <bibtex:author>Jér\^ome Azé and Hélène Richy and Guy Lorette</bibtex:author>
    <bibtex:title>Interface-stylo de correction en ligne de documents électroniques: Application aux pages web</bibtex:title>
    <bibtex:booktitle>Colloque International sur l'Ecrit et le Document (CIFED'2000)</bibtex:booktitle>
    <bibtex:year>2000</bibtex:year>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="AzeRoche-EGC2003">
  <bibtex:article>
    <bibtex:author>Jér\^ome Azé and Mathieu Roche</bibtex:author>
    <bibtex:title>Une application de la fouille de textes : l'extraction des règles d'association \`a partir d'un corpus spécialisé</bibtex:title>
    <bibtex:journal>Revue d'Intelligence Artificielle, numéro spécial "Extraction et Gestion des Connaissances (EGC-03)"</bibtex:journal>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>17</bibtex:volume>
    <bibtex:pages>283-294</bibtex:pages>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="ICML04">
  <bibtex:inproceedings>
    <bibtex:author>N Baskiotis and M. Sebag</bibtex:author>
    <bibtex:editor>R. Greiner and D. Schuurmans</bibtex:editor>
    <bibtex:title>C4.5 Competence Map: a Phase Transition-inspired Approach</bibtex:title>
    <bibtex:booktitle>$21^st$ International Conference on Machine Learning, ICML 2004</bibtex:booktitle>
    <bibtex:publisher>Morgan Kaufmann</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:pages>73-80</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="CAP04">
  <bibtex:inproceedings>
    <bibtex:author>N. Baskiotis and M. Sebag</bibtex:author>
    <bibtex:title>Carte de competence de C4.5 : une approche inspiree de la transition de phase</bibtex:title>
    <bibtex:booktitle>Actes de la Conference d'Apprentissage, CAp04</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="BN01Fa">
  <bibtex:inproceedings>
    <bibtex:author>G. Bisson and C. Nédellec</bibtex:author>
    <bibtex:editor>H. Briand</bibtex:editor>
    <bibtex:title>Aide \`a la conception de méthode de classification pour la construction d'ontologies : l'atelier Mo'K</bibtex:title>
    <bibtex:booktitle>Conférence Extraction et Gestion des Connaissances (EGC'2001)</bibtex:booktitle>
    <bibtex:publisher>Hermès</bibtex:publisher>
    <bibtex:year>2001</bibtex:year>
    <bibtex:month>janvier</bibtex:month>
    <bibtex:pages>213-226</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="BNC00E">
  <bibtex:inproceedings>
    <bibtex:author>G. Bisson and C. Nédellec and D. Ca\~namero</bibtex:author>
    <bibtex:editor>S. Stabb and A. Maedche and C. Nédellec</bibtex:editor>
    <bibtex:title>Designing clustering methods for ontology building - The Mo'K workbench</bibtex:title>
    <bibtex:booktitle>ECAI Workshop Notes of the Ontology Learning, workshop of the $14^th$ European Conference on Artificial Intelligence (ECAI 2000), Berlin, Germany</bibtex:booktitle>
    <bibtex:year>2000</bibtex:year>
    <bibtex:month>ao\^ut</bibtex:month>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="avec-Hendrik">
  <bibtex:article>
    <bibtex:author>H. Blockeel and M. Sebag</bibtex:author>
    <bibtex:title>Scalability and efficiency in multi-relational data mining</bibtex:title>
    <bibtex:journal>ACM SIGKDD, Special Issue on Multi-Relational Data Mining</bibtex:journal>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>5</bibtex:volume>
    <bibtex:pages>17-30</bibtex:pages>
    <bibtex:number>1</bibtex:number>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="JMLR03">
  <bibtex:article>
    <bibtex:author>M. Botta and A. Giordana and L. Saitta and M. Sebag</bibtex:author>
    <bibtex:title>Relational Learning as Search in a Critical Region</bibtex:title>
    <bibtex:journal>Journal of Machine Learning Research</bibtex:journal>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>4</bibtex:volume>
    <bibtex:pages>431&#x2013;463</bibtex:pages>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="AIIA">
  <bibtex:inproceedings>
    <bibtex:author>M. Botta and A. Giordana and L. Saitta and M. Sebag</bibtex:author>
    <bibtex:title>Relational learning: Hard problems and Phase transition</bibtex:title>
    <bibtex:booktitle>Selected papers from AIIA'99</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2000</bibtex:year>
    <bibtex:volume>1792</bibtex:volume>
    <bibtex:pages>178&#x2013;189</bibtex:pages>
    <bibtex:series>LNAI</bibtex:series>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="isa4">
  <bibtex:article>
    <bibtex:author>I. Bournaud and M. Courtine</bibtex:author>
    <bibtex:editor>H. Briand and F. Guillet</bibtex:editor>
    <bibtex:title>Un Espace de Généralisations pour l'Extraction de Règles d'Association</bibtex:title>
    <bibtex:journal>Extraction des Connaissances et Apprentissage, numéro spécial "Extraction et Gestion des Connaissances" (EGC 2001)</bibtex:journal>
    <bibtex:publisher>Hermès</bibtex:publisher>
    <bibtex:year>2001</bibtex:year>
    <bibtex:volume>1</bibtex:volume>
    <bibtex:pages>123-135</bibtex:pages>
    <bibtex:number>1-2</bibtex:number>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="isa6">
  <bibtex:inproceedings>
    <bibtex:author>I. Bournaud and M. Courtine</bibtex:author>
    <bibtex:title>KIDS : un algorithme itératif pour l'organisation de données relationnelles</bibtex:title>
    <bibtex:booktitle>Actes de la Conférence d'Apprentissage, CAP2000</bibtex:booktitle>
    <bibtex:year>2000</bibtex:year>
    <bibtex:pages>47-56</bibtex:pages>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="isa1">
  <bibtex:inproceedings>
    <bibtex:author>I. Bournaud and M. Courtine and J.D. Zucker</bibtex:author>
    <bibtex:title>Propositionalization for Clustering Symbolic Relational Descriptions</bibtex:title>
    <bibtex:booktitle>$12^th$ International Conference on Inductive Logic Programming (ILP 2002)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2002</bibtex:year>
    <bibtex:series>LNAI</bibtex:series>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="isa5">
  <bibtex:inproceedings>
    <bibtex:author>I. Bournaud and M. Courtine and J.D. Zucker</bibtex:author>
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    <bibtex:booktitle>$12^th$ International Conference on Knowledge Engineering and Knowledge Management (EKAW 2000)</bibtex:booktitle>
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    <bibtex:author>E. Diday and Y. Kodratoff and P. Brito and M. Moulet</bibtex:author>
    <bibtex:title>Induction symbolique-numérique à partir de données</bibtex:title>
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    <bibtex:type>THESE</bibtex:type>
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    <bibtex:year>2003</bibtex:year>
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<bibtex:entry id="Challenge_PKDD02">
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    <bibtex:title>Atherosclerosis Risk Identification and Visual Analysis</bibtex:title>
    <bibtex:booktitle>Discovery Challenge PKDD 2002</bibtex:booktitle>
    <bibtex:year>2002</bibtex:year>
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<bibtex:entry id="MLJ_Django">
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    <bibtex:author>J. Maloberti and M. Sebag</bibtex:author>
    <bibtex:title>Fast Theta-Subsumption with Constraint Satisfaction Algorithms</bibtex:title>
    <bibtex:journal>Machine Learning Journal</bibtex:journal>
    <bibtex:publisher>KAP</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
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    <bibtex:pages>137-174</bibtex:pages>
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<bibtex:entry id="ILP01-Jerome">
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    <bibtex:author>J. Maloberti and M. Sebag</bibtex:author>
    <bibtex:title>Theta-Subsumption in a Constraint Satisfaction perspective</bibtex:title>
    <bibtex:booktitle>$11^th$ International Conference on Inductive Logic Programming (ILP 2001)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2001</bibtex:year>
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    <bibtex:series>LNAI</bibtex:series>
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<bibtex:entry id="jivaro">
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    <bibtex:author>J. Maloberti and E. Suzuki</bibtex:author>
    <bibtex:title>An Efficient Algorithm for Reducing Clauses Based on Constraint Satisfaction Techniques</bibtex:title>
    <bibtex:booktitle>$14^th$ International Conference on Inductive Logic Programming (ILP 2004)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:series>LNAI</bibtex:series>
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<bibtex:entry id="Jimi">
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    <bibtex:author>J. Maloberti and E. Suzuki</bibtex:author>
    <bibtex:title>Improving Efficiency of Frequent Query Discovery by Eliminating Non-relevant Candidates</bibtex:title>
    <bibtex:booktitle>$6^th$ International Conference on Discovery Science (DS 2003)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>2843</bibtex:volume>
    <bibtex:pages>219&#x2013;231</bibtex:pages>
    <bibtex:series>LNAI</bibtex:series>
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<bibtex:entry id="a5">
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    <bibtex:author>J. Mary and G. Mercier and J.-P. Comet and A. Cornuéjols and C. Froidevaux and M. Dutreix</bibtex:author>
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    <bibtex:title>Utilisation d'une méthode d'estimation d'attributs pour l'analyse du transcriptome de cellules de levures exposées à de faibles doses de radiation</bibtex:title>
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    <bibtex:publisher>Hermès</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:pages>189-205</bibtex:pages>
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<bibtex:entry id="a7">
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    <bibtex:author>J. Mary and G. Mercier and J.-P. Comet and A. Cornuéjols and C. Froidevaux and M. Dutreix</bibtex:author>
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    <bibtex:title>An attribute estimation technique for the analysis of microarray data</bibtex:title>
    <bibtex:booktitle>Proceedings of the Dieppe School on Modelling and Simulation of Biological processes in the Context of Genomics</bibtex:booktitle>
    <bibtex:publisher>Publisher Frontier Group</bibtex:publisher>
    <bibtex:year>2003</bibtex:year>
    <bibtex:pages>69-77</bibtex:pages>
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<bibtex:entry id="Matte_PleinSud04">
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    <bibtex:author>Oriane Matte-Tailliez</bibtex:author>
    <bibtex:title>Biologistes, à vos textes</bibtex:title>
    <bibtex:journal>Plein Sud, le Magazine d'Information de l'Université Paris-Sud</bibtex:journal>
    <bibtex:year>2004</bibtex:year>
    <bibtex:volume>57</bibtex:volume>
    <bibtex:month>Avril-Mai</bibtex:month>
    <bibtex:pages>27-28</bibtex:pages>
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</bibtex:entry>
<bibtex:entry id="Matte_FJM04">
  <bibtex:inproceedings>
    <bibtex:author>Oriane Matte-Tailliez</bibtex:author>
    <bibtex:title>Vers une nouvelle forme de Recherche en biologie</bibtex:title>
    <bibtex:booktitle>Forum des Jeunes Mathématiciennes: Informatique, Mathématiques et Sciences du Vivant</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
    <bibtex:month>31 mai</bibtex:month>
    <bibtex:address>Paris, France</bibtex:address>
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</bibtex:entry>
<bibtex:entry id="Matte_NATO03">
  <bibtex:inproceedings>
    <bibtex:author>Oriane Matte-Tailliez</bibtex:author>
    <bibtex:title>The Bio-ontologies: an analysis of ontologies effectively used in biology</bibtex:title>
    <bibtex:booktitle>NATO Workshop on Information Exchange for Coalition Operations</bibtex:booktitle>
    <bibtex:publisher>NATO Research and Technology Organization</bibtex:publisher>
    <bibtex:year>2003</bibtex:year>
    <bibtex:month>24-25 November</bibtex:month>
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</bibtex:entry>
<bibtex:entry id="Matte_Ontobio03">
  <bibtex:inproceedings>
    <bibtex:author>Oriane Matte-Tailliez</bibtex:author>
    <bibtex:title>Création d'ontologies en biologie et leur utilisation en extraction d'information</bibtex:title>
    <bibtex:booktitle>Journées Ontologies et Méta-données</bibtex:booktitle>
    <bibtex:year>2003</bibtex:year>
    <bibtex:month>11 juin</bibtex:month>
  </bibtex:inproceedings>
</bibtex:entry>
<bibtex:entry id="OMT_atelier_egc04">
  <bibtex:inproceedings>
    <bibtex:author>Oriane Matte-Tailliez and Ahmed Amrani</bibtex:author>
    <bibtex:title>Processus de fouille de textes: normalisation et étiquetage, action et rétroaction</bibtex:title>
    <bibtex:booktitle>Actes de l'atelier "Fouille de Textes" \`a la conférence EGC'04</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
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</bibtex:entry>
<bibtex:entry id="Matte_MolBiolEvol02">
  <bibtex:article>
    <bibtex:author>Oriane Matte-Tailliez and Céline Brochier and Patrick Forterre and Hervé Philippe</bibtex:author>
    <bibtex:title>Archaeal phylogeny based on ribosomal proteins</bibtex:title>
    <bibtex:journal>Molecular Biology and Evolution</bibtex:journal>
    <bibtex:year>2002</bibtex:year>
    <bibtex:volume>19</bibtex:volume>
    <bibtex:pages>631-639</bibtex:pages>
  </bibtex:article>
</bibtex:entry>
<bibtex:entry id="Matte_Syst02">
  <bibtex:article>
    <bibtex:author>Oriane Matte-Tailliez and Elodie Lepage and Michel Tenenhaus and Patrick Tailliez</bibtex:author>
    <bibtex:title>Use of predictive modeling for bacterial strain classification</bibtex:title>
    <bibtex:journal>Systematic and Applied Microbiology</bibtex:journal>
    <bibtex:year>2002</bibtex:year>
    <bibtex:volume>25</bibtex:volume>
    <bibtex:pages>386-395</bibtex:pages>
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</bibtex:entry>
<bibtex:entry id="Matte_FISH01">
  <bibtex:article>
    <bibtex:author>Oriane Matte-Tailliez and Pascal Quénée and J. Van Opstal and Fabrice Dessevre and Olivier Firmesse and Patrick Tailliez</bibtex:author>
    <bibtex:title>Detection and identification of lactic acid bacteria in milk and industrial starter culture with fluorescently labeled rDNA-targeted peptide nucleic acid probes</bibtex:title>
    <bibtex:journal>Lait</bibtex:journal>
    <bibtex:year>2001</bibtex:year>
    <bibtex:volume>81</bibtex:volume>
    <bibtex:pages>237-248</bibtex:pages>
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<bibtex:entry id="Matte_et_al_EGC2003">
  <bibtex:inproceedings>
    <bibtex:author>Oriane Matte-Tailliez and Mathieu Roche and Jér\^ome Azé and Yves Kodratoff</bibtex:author>
    <bibtex:title>Extraction automatique de la terminologie en biologie moléculaire: une étape fondamentale pour l'extraction d'information</bibtex:title>
    <bibtex:booktitle>Atelier Fouille de textes en génomique à EGC'2003</bibtex:booktitle>
    <bibtex:year>2003</bibtex:year>
    <bibtex:month>Janvier</bibtex:month>
    <bibtex:address>Lyon</bibtex:address>
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</bibtex:entry>
<bibtex:entry id="Matte_et_al02">
  <bibtex:misc>
    <bibtex:author>Oriane Matte-Tailliez and Mathieu Roche and Yves Kodratoff</bibtex:author>
    <bibtex:title>A precise automatic extraction of terminology in genomics</bibtex:title>
    <bibtex:year>2002</bibtex:year>
    <bibtex:number>1344</bibtex:number>
    <bibtex:type>Research Report of LRI-CNRS</bibtex:type>
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</bibtex:entry>
<bibtex:entry id="Matte_stanford02">
  <bibtex:inproceedings>
    <bibtex:author>Oriane Matte-Tailliez and Mathieu Roche and Yves Kodratoff and Michel Termier</bibtex:author>
    <bibtex:title>Semi-automatic construction of a taxonomy for a biological field</bibtex:title>
    <bibtex:booktitle>IEEE Computer Society Bioinformatics Conference</bibtex:booktitle>
    <bibtex:year>2002</bibtex:year>
    <bibtex:month>14-16 August</bibtex:month>
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<bibtex:entry id="a4">
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    <bibtex:title>Biological detection of low radiation by combining results of two analysis methods</bibtex:title>
    <bibtex:journal>Nucleic Acids Research (NAR)</bibtex:journal>
    <bibtex:year>2004</bibtex:year>
    <bibtex:volume>32</bibtex:volume>
    <bibtex:pages>1-8</bibtex:pages>
    <bibtex:number>1</bibtex:number>
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<bibtex:entry id="NN+01Fa">
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    <bibtex:author>N. Nazarenko and C. Nédellec</bibtex:author>
    <bibtex:title>Journée A3CTE, Applications, Apprentissage et Acquisition de Connaissances a partir de Textes Electroniques</bibtex:title>
    <bibtex:year>2001</bibtex:year>
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</bibtex:entry>
<bibtex:entry id="NN+01Fb">
  <bibtex:inproceedings>
    <bibtex:author>N. Nazarenko and C. Nédellec</bibtex:author>
    <bibtex:title>Extraction de connaissances \`a partir de documents textuels</bibtex:title>
    <bibtex:booktitle>Journée thématique Exploration de données issues d'Internet</bibtex:booktitle>
    <bibtex:year>2001</bibtex:year>
    <bibtex:month>Mars</bibtex:month>
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<bibtex:entry id="Ned00C">
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    <bibtex:author>C. Nédellec</bibtex:author>
    <bibtex:editor>J. Cussens</bibtex:editor>
    <bibtex:title>Corpus-based learning of semantic relations by the ILP system, Asium</bibtex:title>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2000</bibtex:year>
    <bibtex:month>october</bibtex:month>
    <bibtex:chapter>Learning Language in Logic</bibtex:chapter>
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<bibtex:entry id="Ned-E">
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    <bibtex:author>C. Nédellec</bibtex:author>
    <bibtex:editor>K. Zreik</bibtex:editor>
    <bibtex:title>Knowledge Extraction from Text, a Machine Learning Approach</bibtex:title>
    <bibtex:booktitle>3$^\grave e me$ Colloque International sur l'Apprentissage Personne Système (CAPS'3), Paris</bibtex:booktitle>
    <bibtex:publisher>Europia</bibtex:publisher>
    <bibtex:year>2000</bibtex:year>
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</bibtex:entry>
<bibtex:entry id="claire02">
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    <bibtex:author>C. Nédellec and A. Nazarenko</bibtex:author>
    <bibtex:title>Application de l'apprentissage à la recherche et à l'extraction d'information - Un exemple, le projet Caderige : identification d'interactions géniques</bibtex:title>
    <bibtex:booktitle>Actes de la Journée thématique Exploration de données issues d'Internet, LIPN-CNRS, Institut Galilée, Université Paris 13, Villetaneuse</bibtex:booktitle>
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<bibtex:entry id="claire01">
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    <bibtex:author>C. Nédellec and M. Ould Abdel Vetah and P. et Bessières</bibtex:author>
    <bibtex:title>Sentence Filtering for Information Extraction in Genomics, a Classification Problem</bibtex:title>
    <bibtex:booktitle>5^th$ European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 2001)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2001</bibtex:year>
    <bibtex:volume>2168</bibtex:volume>
    <bibtex:pages>326-338</bibtex:pages>
    <bibtex:series>LNAI</bibtex:series>
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<bibtex:entry id="NT-C">
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    <bibtex:author>C. Nédellec and A. Tiberghien</bibtex:author>
    <bibtex:editor>D. Kayser and S. Vosniadou</bibtex:editor>
    <bibtex:title>Teaching the energy concept with the Machine Learning</bibtex:title>
    <bibtex:publisher>ES</bibtex:publisher>
    <bibtex:year>2000</bibtex:year>
    <bibtex:chapter>Knowledge Representation Changes in Humans and Machines</bibtex:chapter>
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<bibtex:entry id="dream:cec2000">
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    <bibtex:author>B. Paechter and Th. Back and M. Schoenauer and M. Sebag and A.E. Eiben and J.J. Merelo and T.C. Fogarty</bibtex:author>
    <bibtex:title>A Distributed Resource Evolutionary Algorithm Machine (DREAM)</bibtex:title>
    <bibtex:booktitle>Proceedings of the 2000 Congress on Evolutionary Computation</bibtex:booktitle>
    <bibtex:year>2000</bibtex:year>
    <bibtex:pages>951&#x2013;958</bibtex:pages>
    <bibtex:organization>IEEE press</bibtex:organization>
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<bibtex:entry id="ILP02">
  <bibtex:inproceedings>
    <bibtex:author>A. Ratle and M. Sebag</bibtex:author>
    <bibtex:editor>Stan Matwin and Claude Sammut</bibtex:editor>
    <bibtex:title> A Novel Approach to Machine Discovery: Genetic Programming and Stochastic Grammars</bibtex:title>
    <bibtex:booktitle>$12^th$ International Conference on Inductive Logic Programming (ILP 2002)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>2583</bibtex:volume>
    <bibtex:pages>207-222</bibtex:pages>
    <bibtex:series>LNCS</bibtex:series>
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<bibtex:entry id="ASC01">
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    <bibtex:author>A. Ratle and M. Sebag</bibtex:author>
    <bibtex:title>Grammar-guided Genetic Programming and Dimensional Consistency: Application to non-parametric identification in Mechanics</bibtex:title>
    <bibtex:journal>Applied Soft Computing</bibtex:journal>
    <bibtex:publisher>ES</bibtex:publisher>
    <bibtex:year>2001</bibtex:year>
    <bibtex:volume>8</bibtex:volume>
    <bibtex:pages>1-14</bibtex:pages>
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<bibtex:entry id="EA01">
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    <bibtex:author>A. Ratle and M. Sebag</bibtex:author>
    <bibtex:editor>P. Collet et al.</bibtex:editor>
    <bibtex:title>Avoiding the bloat with Probabilistic Grammar-guided Genetic Programming</bibtex:title>
    <bibtex:booktitle>Artificial Evolution, VI</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2001</bibtex:year>
    <bibtex:pages>255-266</bibtex:pages>
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<bibtex:entry id="PPSN00">
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    <bibtex:author>A. Ratle and M. Sebag</bibtex:author>
    <bibtex:editor>M. Schoenauer et al.</bibtex:editor>
    <bibtex:title>Genetic Programming and Domain Knowledge: Beyond the limitations of grammar-guided Machine Discovery</bibtex:title>
    <bibtex:booktitle>$6^th$ International Conference on Parallel Problem Soving from Nature (PPSN 2000)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2000</bibtex:year>
    <bibtex:volume>1917</bibtex:volume>
    <bibtex:pages>211-220</bibtex:pages>
    <bibtex:series>LNCS</bibtex:series>
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<bibtex:entry id="atelier_egc04">
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    <bibtex:author>M. Roche</bibtex:author>
    <bibtex:title>Utilisation de mesures pour extraire la terminologie de corpus spécialisés de domaines différents</bibtex:title>
    <bibtex:booktitle>Actes de l'atelier "Fouille de Textes" \`a la conférence EGC'04</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
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<bibtex:entry id="Roche-EGC2003">
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    <bibtex:author>M. Roche</bibtex:author>
    <bibtex:title>Extraction paramétrée de la terminologie du domaine</bibtex:title>
    <bibtex:journal>Revue d'Intelligence Artificielle, numéro spécial "Extraction et Gestion des Connaissances (EGC-03)"</bibtex:journal>
    <bibtex:year>2003</bibtex:year>
    <bibtex:volume>17</bibtex:volume>
    <bibtex:pages>295-306</bibtex:pages>
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<bibtex:entry id="Astuxe45a">
  <bibtex:techreport>
    <bibtex:author>M. Roche</bibtex:author>
    <bibtex:title>\sc Astuxe : Evaluation de la qualité de l'apprentissage sur le corpus de mails Prologue</bibtex:title>
    <bibtex:year>2001</bibtex:year>
    <bibtex:number>Doc.Ast.LRI.4.5a</bibtex:number>
    <bibtex:institution>Projet RNRT "Astuxe"</bibtex:institution>
    <bibtex:type>Research Report</bibtex:type>
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</bibtex:entry>
<bibtex:entry id="Astuxe42b">
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    <bibtex:author>M. Roche</bibtex:author>
    <bibtex:title>\sc Astuxe : Analyse des causes d'erreur de l'analyse syntaxique dans les documentations logicielles</bibtex:title>
    <bibtex:year>2001</bibtex:year>
    <bibtex:number>Doc.Ast.LRI.4.2b</bibtex:number>
    <bibtex:institution>Projet RNRT "Astuxe"</bibtex:institution>
    <bibtex:type>Research Report</bibtex:type>
  </bibtex:techreport>
</bibtex:entry>
<bibtex:entry id="Astuxe43f">
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    <bibtex:author>M. Roche</bibtex:author>
    <bibtex:title>\sc Astuxe : Etude de l'influence de différents paramètres sur l'apprentisssage de connaissances du domaine</bibtex:title>
    <bibtex:year>2001</bibtex:year>
    <bibtex:number>Doc.Ast.LRI.4.3f</bibtex:number>
    <bibtex:institution>Projet RNRT "Astuxe"</bibtex:institution>
    <bibtex:type>Research Report</bibtex:type>
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</bibtex:entry>
<bibtex:entry id="Astuxe45b">
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    <bibtex:author>M. Roche</bibtex:author>
    <bibtex:title>\sc Astuxe : Evaluation de la qualité de l'apprentissage sur le corpus de mails Microsofts</bibtex:title>
    <bibtex:year>2001</bibtex:year>
    <bibtex:number>Doc.Ast.LRI.4.5b</bibtex:number>
    <bibtex:institution>Projet RNRT "Astuxe"</bibtex:institution>
    <bibtex:type>Research Report</bibtex:type>
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</bibtex:entry>
<bibtex:entry id="rocheJADT04">
  <bibtex:inproceedings>
    <bibtex:author>M. Roche and T. Heitz and O. Matte-Tailliez and Y. Kodratoff</bibtex:author>
    <bibtex:title>\sc Exit: Un système itératif pour l'extraction de la terminologie du domaine \`a partir de corpus spécialisés</bibtex:title>
    <bibtex:booktitle>International Conference on Statistical Analysis of Textual Data (JADT 2004)</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
    <bibtex:volume>2</bibtex:volume>
    <bibtex:pages>946-956</bibtex:pages>
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</bibtex:entry>
<bibtex:entry id="roche_yk_Majecstic03">
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    <bibtex:author>M. Roche and Y. Kodratoff</bibtex:author>
    <bibtex:title>Utilisation de LSA comme première étape pour la classification des termes d'un corpus spécialisé</bibtex:title>
    <bibtex:booktitle>Actes (CD-ROM) de la conférence MAJECSTIC'03 (MAnifestation des JEunes Chercheurs dans le domaine STIC)</bibtex:booktitle>
    <bibtex:year>2003</bibtex:year>
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</bibtex:entry>
<bibtex:entry id="roche_inforsid_04">
  <bibtex:inproceedings>
    <bibtex:author>M. Roche and O. Matte-Tailliez and Y. Kodratoff</bibtex:author>
    <bibtex:title>Etude de Mesures de Qualité pour Classer les Termes Extraits de Corpus Spécialisés</bibtex:title>
    <bibtex:booktitle>Actes de INFORSID'04</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
    <bibtex:pages>371&#x2013;386</bibtex:pages>
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</bibtex:entry>
<bibtex:entry id="Roche_et_al_ECAI04">
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    <bibtex:author>Mathieu Roche and Jér\^ome Azé and Yves Kodratoff and Michèle Sebag</bibtex:author>
    <bibtex:title>Learning Interestingness Measures in Terminology Extraction. A ROC-based approach</bibtex:title>
    <bibtex:booktitle>Workshop ROC Analysis in AI, $16^th$ European Conference on Artificial Intelligence (ECAI 2004)</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
    <bibtex:month>21 august 2004</bibtex:month>
    <bibtex:pages>81-88</bibtex:pages>
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    <bibtex:author>Mathieu Roche and Jér\^ome Azé and Oriane Matte-Tailliez and Yves Kodratoff</bibtex:author>
    <bibtex:title>Mining texts by association rules discovery in a technical corpus</bibtex:title>
    <bibtex:booktitle>Conference on Intelligent Information Processing and Web Mining (IIPWM 2004)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:pages>89-98</bibtex:pages>
    <bibtex:series>Advances in Soft Computing</bibtex:series>
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    <bibtex:author>Mathieu Roche and Oriane Matte-Tailliez and Jér\^ome Azé and Yves Kodratoff</bibtex:author>
    <bibtex:title>Extraction de la Terminologie du Domaine : étude de Mesures sur un Corpus Spécialisé Issu du Web</bibtex:title>
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    <bibtex:title>Dominance Based Crossover Operator for Evolutionary Multi-objective Algorithms</bibtex:title>
    <bibtex:booktitle>$8^th$ International Conference on Parallel Problem Solving from Nature (PPSN 2004)</bibtex:booktitle>
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    <bibtex:title>A Steady Performance Stopping Criterion for Pareto-based Evolutionary Algorithms</bibtex:title>
    <bibtex:booktitle>$6^th$ International Multi-Objective Programming and Goal Programming Conference</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
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    <bibtex:author>C. Rouveirol</bibtex:author>
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    <bibtex:month>décembre</bibtex:month>
    <bibtex:school>Laboratoire de Recherche en Informatique, Université Paris-Sud, France</bibtex:school>
    <bibtex:type>Mémoire d'Habilitation</bibtex:type>
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    <bibtex:author>C. Rouveirol and M. Sebag</bibtex:author>
    <bibtex:title>Proceedings of Eleventh International Conference on Inductive Logic Programming</bibtex:title>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2001</bibtex:year>
    <bibtex:volume>2157</bibtex:volume>
    <bibtex:series>LNAI</bibtex:series>
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    <bibtex:author>C. Rouveirol and V. Ventos</bibtex:author>
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    <bibtex:title>Towards Learning in CARIN-$\cal ALN$</bibtex:title>
    <bibtex:booktitle>$10^th$ International Conference on Inductive Logic Programming (ILP 2000)</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2000</bibtex:year>
    <bibtex:volume>1866</bibtex:volume>
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    <bibtex:series>LNAI</bibtex:series>
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    <bibtex:author>O. Rudenko</bibtex:author>
    <bibtex:title>Application des algorithmes évolutionnaires aux problèmes d'optimisation multi-objectif avec contraintes</bibtex:title>
    <bibtex:year>2004</bibtex:year>
    <bibtex:school>École Polytechnique</bibtex:school>
    <bibtex:type>THESE</bibtex:type>
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<bibtex:entry id="eurogen2001">
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    <bibtex:author>M. Schoenauer and M. Sebag</bibtex:author>
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    <bibtex:title>Using Domain Knowledge in Evolutionary System Identification</bibtex:title>
    <bibtex:booktitle>Evolutionary Algorithms in Engineering and Computer Science</bibtex:booktitle>
    <bibtex:publisher>John Wiley</bibtex:publisher>
    <bibtex:year>2002</bibtex:year>
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<bibtex:entry id="I3">
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    <bibtex:author>M. Schoenauer and M. Sebag</bibtex:author>
    <bibtex:editor>H. Prade and R. Jeansoulin and C. Garbay</bibtex:editor>
    <bibtex:title>Evolution artificielle et problèmes spatiaux</bibtex:title>
    <bibtex:booktitle> Le temps, l'espace et l'évolutif en sciences du traitement de l'information</bibtex:booktitle>
    <bibtex:publisher>Cépaduès</bibtex:publisher>
    <bibtex:year>2000</bibtex:year>
    <bibtex:pages>377-396</bibtex:pages>
    <bibtex:key>Article</bibtex:key>
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    <bibtex:author>M. Sebag</bibtex:author>
    <bibtex:editor>L. Gy\"orfi</bibtex:editor>
    <bibtex:title>Principles of non-parametric learning</bibtex:title>
    <bibtex:publisher>Springer Wien New-York</bibtex:publisher>
    <bibtex:year>2002</bibtex:year>
    <bibtex:chapter>Genetic Programming for Model Identification</bibtex:chapter>
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<bibtex:entry id="EA03">
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    <bibtex:author>M. Sebag and J. Azé and N. Lucas</bibtex:author>
    <bibtex:title>ROC-based Evolutionary Learning: Application to Medical Data Mining</bibtex:title>
    <bibtex:booktitle>Artificial Evolution'03</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:pages>384-396</bibtex:pages>
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<bibtex:entry id="ICDM03">
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    <bibtex:title>Impact Studies and Sensitivity Analysis in Medical Data Mining with ROC-based Genetic Learning</bibtex:title>
    <bibtex:booktitle>IEEE International Conference on Data Mining, ICDM03</bibtex:booktitle>
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    <bibtex:author>Michèle Sebag and Jér\^ome Azé and No\"el Lucas</bibtex:author>
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    <bibtex:month>June 26-30</bibtex:month>
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    <bibtex:series>LNCS 3102</bibtex:series>
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    <bibtex:author>Y. Semet and S.Gelly and M. Schoenauer and M. Sebag</bibtex:author>
    <bibtex:editor>Wessex Institute of Technology</bibtex:editor>
    <bibtex:title>Artificial Agents and Speculative Bubbles</bibtex:title>
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    <bibtex:title>Optimisation évolutionnaire pour la régulation des circulations</bibtex:title>
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    <bibtex:booktitle>International Conference on Partial Least Square (PLS'03), Lisbon, Portugal</bibtex:booktitle>
    <bibtex:year>2003</bibtex:year>
    <bibtex:month>15-17 September</bibtex:month>
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    <bibtex:booktitle>IEEE International Conference on Data Mining, ICDM04</bibtex:booktitle>
    <bibtex:year>2004</bibtex:year>
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    <bibtex:author>A. Termier and M.-C. Rousset and M. Sebag</bibtex:author>
    <bibtex:title>TreeFinder: a First Step towards XML Data Mining</bibtex:title>
    <bibtex:booktitle>IEEE International Conference on Data Mining, ICDM02</bibtex:booktitle>
    <bibtex:year>2002</bibtex:year>
    <bibtex:pages>450-457</bibtex:pages>
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<bibtex:entry id="Tor00T">
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    <bibtex:author>F. Torre</bibtex:author>
    <bibtex:title>Intégration des biais de langage à l'algorithme générer-tester. Contribution à l'apprentissage disjonctif</bibtex:title>
    <bibtex:year>2000</bibtex:year>
    <bibtex:school>Laboratoire de Recherche en Informatique, Université Paris-Sud, France</bibtex:school>
    <bibtex:type>THESE</bibtex:type>
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    <bibtex:publisher>KAP</bibtex:publisher>
    <bibtex:year>2004</bibtex:year>
    <bibtex:volume>55</bibtex:volume>
    <bibtex:number>2</bibtex:number>
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    <bibtex:editor>Mohand-Said Hacid and Zbigniew W. Ras and Djamel A. Zighed and Yves Kodratoff</bibtex:editor>
    <bibtex:title>Foundations of Intelligent Systems</bibtex:title>
    <bibtex:booktitle>ISMIS</bibtex:booktitle>
    <bibtex:publisher>SV</bibtex:publisher>
    <bibtex:year>2002</bibtex:year>
    <bibtex:volume>2366</bibtex:volume>
    <bibtex:series>LNCS</bibtex:series>
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