Publications

Books

2011

Brissaud, M., M. Lamure, J.J. Milan, J.P. Auray, N. Nicoloyannis, G. Duru, M. Terrenoire, D. Tounissoux, D.A. Zighed, S. Bonnevay, et al. Basics of pretopology. Hermann-Éditions.

2009

Berka, Peter, Jan Rauch, and Djamel Abdelkader Zighed, eds. 2009. Data Mining and Medical Knowledge Management : Cases and Applications. Medical Information Science : Idea Group Reference.
Zighed, Djamel A., Shusaku Tsumoto, Zbigniew W. Ras, and Hakim Hacid, eds. 2009. Mining Complex Data. Vol. 165. Studies in Computational Intelligence. Springer.

2000

Zighed, Djamel A. and Ricco Rakotomalala. Graphes d'induction: apprentissage et data mining. Paris: Hermes Science Publications.

1993

Auray, Jean Paul, Gérard Duru, Michel Lamure, Alain Pelc, and Djamel A. Zighed. Guidelines for evaluation in health care economics. GYD Institute - Lyon.

1992

Zighed, Djamel A., Jean Paul Auray, and Gérard Duru. SIPINA : Méthode et logiciel. A. Lacassagne.

1991

Auray, Jean Paul, Gérard Duru, and Djamel A. Zighed. Analyse des données multidimensionnelles : les méthodes déxplication. Editions A. Lacassagne, Lyon.

1990

Auray, Jean Paul, Gérard Duru, and Djamel A. Zighed. Analyse des données multidimensionnelles: aspects méthodologiques. Lyon: Editions A. Lacassagne.
Auray, Jean Paul, Gérard Duru, and Djamel A. Zighed. Analyse des données multidimensionnelles : les méthodes de structuration. mathématiques appliquées. Editions Lacassagne A. Lyon.
Auray, Jean Paul, Gérard Duru, and Djamel A. Zighed. Analyse des données multidimensionnelles: méthodes de description. Lyon: Editions A. Lacassagne.

Proceedings

2016

Guillet, Fabrice, Bruno Pinaud, Gilles Venturini, and Djamel Abdelkader Zighed, eds. 2016. Advances in Knowledge Discovery and Management - Volume 5 . Vol. 615. Studies in Computational Intelligence. Springer.

Inproceedings

Amir, S.; Tanasescu, A. & Zighed, D. A. Une mesure de similarité entre phrases basée sur des noyaux sémantiques 16ème Journées Francophones Extraction et Gestion des Connaissances, EGC 2016, 18-22 Janvier 2016, Reims, France, 2016, 141-146

Proceedings

2014

Guillet, Fabrice, Bruno Pinaud, Gilles Venturini, and Djamel Abdelkader Zighed, eds. 2014. Advances in Knowledge Discovery and Management - Volume 4 [Best of EGC 2012, Bordeaux, France]. Vol. 527. Studies in Computational Intelligence. Springer.

2013

Guillet, Fabrice, Bruno Pinaud, Gilles Venturini, and Djamel Abdelkader Zighed, eds. 2013. Advances in Knowledge Discovery and Management - Volume 3 [Best of EGC 2011, Brest, France]. Vol. 471. Studies in Computational Intelligence. Springer.

2012

Guillet, Fabrice, Gilbert Ritschard, and Djamel Abdelkader Zighed, eds. 2012. Advances in Knowledge Discovery and Management - Volume 2 [Best of EGC 2010, Hammamet, Tunisie]. Vol. 398. Studies in Computational Intelligence. Springer.

2010

Guillet, Fabrice, Gilbert Ritschard, Djamel Abdelkader Zighed, and Henri Briand, eds. 2010. Advances in Knowledge Discovery and Management [Best of EGC 2009, Strasbourg, France]. Vol. 292. Studies in Computational Intelligence. Springer.

2008

Ras, Zbigniew W., Shusaku Tsumoto, and Djamel A. Zighed, eds. 2008. Mining Complex Data, ECML/PKDD 2007 Third International Workshop, MCD 2007, Warsaw, Poland, September 17-21, 2007, Revised Selected Papers. Vol. 4944. Lecture Notes in Computer Science, Springer.

2006

Ras, Zbigniew W., Djamel A. Zighed, and Shusaku Tsumoto, eds. 2006. The Second International Workshop on Mining Complex Data - MCD'06 - In Conjunction with IEEE ICDM'06. Hong Kong, China: ICDM-IEEE.

2005

Ras, Zbigniew W., Shusaku Tsumoto, and Djamel A. Zighed, eds. 2005. Mining Complex Data: Proceedings of a Workshop held in Conjonction with 2005 IEEE International Conference on Data Mining. IEEE. IEEE Computer Society.

2002

Hacid, Mohand-Said, Zbigniew W. Ras, Djamel A. Zighed, and Yves Kodratoff, eds. 2002. Foundations of Intelligent Systems, 13th International Symposium, ISMIS 2002, Lyon, France, June 27-29, 2002, Proceedings. Vol. 2366. Lecture Notes in Computer Science. Springer.
Hérin, Danièle and Djamel A. Zighed, eds. 2002. Extraction et gestion des connaissances (EGC'2002), Actes des deuxièmes journées Extraction et Gestion des Connaissances, Montpellier, France, 21-23 janvier 2002. Vol. 1 / 4. Extraction des Connaissances et Apprentissage. Hermes Science Publications.

2000

Zighed, Djamel A., Henryk Jan Komorowski, and Jan M. Zytkow, eds. 2000. Principles of Data Mining and Knowledge Discovery, 4th European Conference, PKDD 2000, Lyon, France, September 13-16, 2000, Proceedings. Vol. 1910. Lecture Notes in Computer Science. Springer.

1998

Berchtold, Gilbert Ritschard André, François Duc, and Djamel A. Zighed, eds. 1998. Apprentissage: des principes naturels aux méthodes artificielles. Paris: Hermes Science Publications.

1995

Paugam-Moisy, Hélène, Jean Pierre Royet, and Djamel A. Zighed, eds. 1995. Le Neuromimétisme: épistémologie, neurobiologie, informatique. Lavoisier.

1990

Forsé, Michel, Marcel Brissaud, and Djamel A. Zighed, eds. 1990. Modélisation : confluent des sciences. Editions CNRS.

Book chapters

2010

Zighed, Djamel A., Gilbert Ritschard, and Simon Marcellin. "Asymmetric and Sample Size Sensitive Entropy Measures for Supervised Learning". In: Advances in Intelligent Information Systems. Ed. by Zbigniew W. Ras and Li-Shiang Tsay. Vol. 265. Studies in Computational Intelligence. Springer, pp. 27-42.

2009

Hacid, Hakim and Abdelkader Djamel Zighed. "A Machine learning-Based Model for Content-Based Image Retrieval". In: Artificial Intelligence for Maximizing Content Based Image Retrieval. Ed. by Zongmin Ma. Idea Group Inc. (IGI). Chap. VIII, pp. 171-191.
Ritschard, Gilbert, Simon Marcellin, and Djamel Abdelkader Zighed. "Arbre de décision pour données déséquilibrées : sur la complémentarité de l'intentisé d'implication et de léntropie décentrée". In: Analyse Statistique Implicative - Une méthode d'analyse de données pour la recherche de causalités. Ed. by Fabrice Guillet, Régis Gras, and Jean-Claude Régnier. Vol. E-16. RNTI. Cépaduès-Éditions, pp. 207-222.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "Exploring Validity Indices for Clustering Textual Data". In: Mining Complex Data. Ed. by Djamel A. Zighed, Shusaku Tsumoto, Zbigniew W. Ras, and Hakim Hacid. Vol. 165. Studies in Computational Intelligence. Springer, pp. 281-300.

2008

Ritschard, Gilbert, Vincent Pisetta, and Djamel A. Zighed. "Inducing and Evaluating Classification Trees with Statistical Implicative Criteria". In: Statistical Implicative Analysis, Theory and Applications. Ed. by Régis Gras, Einoshin Suzuki, Fabrice Guillet, and Filippo Spagnolo. Vol. 127. Studies in Computational Intelligence. Springer, pp. 397-419.

2007

Zighed, Djamel Abdelkader. "Induction Graphs for Data Mining". In: Selected Contributions in Data Analysis and Classification. Ed. by Paula Brito, Patrice Bertrand, and Guy Cucumel. Springer, pp. 419-430.

2006

Hacid, Hakim and Djamel A. Zighed. "A Machine Learning Based Model For Content Based Image Retrieval". In: Semantic-Based Visual Information Retrieval. Ed. by Yu-Jin Zhang. IRM Press, pp. 229-250.

2002

Zighed, Djamel A. and Ricco Rakotomalala. "Graphes d'Induction". In: Bases de Données et Statistiques. 2ème cycle - Ecoles d'ingénieurs. Dunod, pp. 98-124.

1999

Zighed, Djamel A., Sabine Rabaséda, Ricco Rakotomalala, and Fabien Feschet. "Discretization Methods in Supervised Learning". In: Encyclopedia of Computer Science and Technology: Supplement 25. Ed. by Allen Kent and James G. Williams. Vol. 40. New York: Marcel Dekker, pp. 35-50.

Articles

2015

Rico, Fabien, Fabrice Muhlenbach, Djamel A. Zighed, and Stéphane Lallich. "Comparison of two topological approaches for dealing with noisy labeling". In: Neurocomputing 160, pp. 3-17.

2014

Zighed, Djmal Abdelkader. "L'usage des entropie est-il justifié en apprentissage à partir des données? Is it justified to use entropy measures in machine learning applications?" In: Educação Matemática Pesquisa. Revista do Programa de Estudos Pós-Graduados em Educação Matemática. ISSN 1983-3156 16.3.

2013

Guille, Adrien, Hakim Hacid, Cécile Favre, and Djamel A. Zighed. "Information diffusion in online social networks: a survey". In: SIGMOD Record 42.2, pp. 17-28.

2012

Forestier, Mathilde, Anna Stavrianou, Julien Velcin, and Djamel A. Zighed. "Roles in social networks: Methodologies and research issues". In: Web Intelligence and Agent Systems 10.1, pp. 117-133.

2009

Qureshi, Taimur and Djamel A Zighed. "A decision boundary based discretization technique using resampling". In: World Acad Sci Eng Technol 49, pp. 820-825.

2005

Scuturici, Mihaela, Jeremy Clech, Vasile-Marian Scuturici, and Djamel A. Zighed. "Topological Representation Model for Image Databases Query". In: Journal of Experimental & Theoretical Artificial Intelligence 17.1, pp. 145-160.
Scuturici, Mihaela, Jérémy Clech, Vasile-Marian Scuturici, and Djamel A. Zighed. "Topological representation model for image database query". In: J. Exp. Theor. Artif. Intell. 17.1-2, pp. 145-160.
Zighed, Djamel A., Stéphane Lallich, and Fabrice Muhlenbac. "A statistical approach of class separability". In: Applied Stochastic Models in Business and Industry 21.2, pp. 187-197.
Zighed, Djamel A., Gilbert Ritschard, Walid Erray, and Vasile-Marian Scuturici. "Decision trees with optimal joint partitioning". In: Int. J. Intell. Syst. 20.7, pp. 693-718.

2004

Clech, Jérémy and Djamel A. Zighed. "Une technique de réétiquetage dans un contexte de catégorisation de textes". In: Document Numérique 8.3, pp. 55-69.
Muhlenbach, Fabrice, Stéphane Lallich, and Djamel A. Zighed. "Identifying and Handling Mislabelled Instances". In: J. Intell. Inf. Syst. 22.1, pp. 89-109.
Ritschard, Gilbert and Djamel A. Zighed. "Qualité d'ajustement d'arbres d'induction". In: Revue des nouvelles technologies de l'information RNTI E-1, pp. 45-67.

2001

Ritschard, Gilbert, Djamel A. Zighed, and Nicolas Nicoloyannis. "Maximisation de l'association par regroupement de lignes ou colonnes d'un tableau croisé". In: Revue Mathématiques Sciences Humaines 39.154/155, pp. 81-97.

1998

Zighed, Djamel A., Sabine Rabaséda, and Ricco Rakotomalala. "FUSINTER: A Method for Discretization of Continuous Attributes". In: International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 6.3, pp. 307-326.

1996

Royet, Jean-Pierre, Hélène Paugam-Moisy, Cathérine Rouby, Djamel A. Zighed, Nicolas Nicoloyannis, Samia Amghar, and Gilles Sicard. "Is short-term odour recognition predictable from odour profile ?" In: Chemical senses (Chem. senses) 21.5,pp. 553-556.

1993

Zighed, Djamel A. "Apprentissage automatique". In: Economie et Société 1.5, pp. 63-78.

1991

Tisserand, Daniel Le, Daniel Vernet, André Pachiaudi, Cathérine Signolles, and Djamel A. Zighed. "Impact du bruit des trains sur les riverains. Recherche d'indicateurs spécifiques = Impact of train noise on residents. Research for specific indicators". In: Recherche, transports, sécurité (Rech. transp. sécur.) 7.32, pp. 45-52.

1990

Ritschard, Gilbert and Djamel A. Zighed. "Réseaux neuronaux: applications potentielles à l'économétrie". In: Problèmes économiques 2.268, pp. 21-27.
Ritschard, Gilbert and Djamel A. Zighed. "Réseaux neuronaux: applications potentielles à l'économétrie". In: Mondes en développement: systèmes experts et économie 72.Tome 18, pp. 71-79.
Zighed, Djamel A., Daniel Tounissoux, Jean Paul Auray, and Christine Largeron. "Discrimination basée sur un critère d'homogénéité locale". In: Traitement du Signal (TS) 7.3, pp. 213-220.

1988

Terrenoire, Michel, Tounissoux Daniel, and Djamel A. Zighed. "Système interactif pour la construction de questionnaires non arborescents". In: Revue Traitement du signal 4.6, pp. 485-491.
Zighed, Djamel A. "Mesure d'incertitude sur une partition". In: Revue Analyse de Systèmes, pp. 9-22.

Inproceedings

2015

Campar, Aleksandra, Burcu Kolbay, Hector Aguilera, Iva Stankovic, Kaiser Co, Fabien Rico, and Djamel Abdelkader Zighed. "Author Disambiguation". In: 22nd International Symposium on Methodologies for Intelligent Systems. Ed. by Floriana Esposito, Mohand-Sad Hacid, Olivier Pivert, and Zbigniew Ras. Springer Verlag, ( To appear).
Zighed, Djamel Abdelkader, Adrian Tanasescu, Francisco Rodriguez Drumond, and Fabien Rico. "Data Mining based approach for authors disambiguation in large citation networks". In: (To appear). Ed. by ISI.

2014

Diala Ezzeddine, Fabien Rico and Djamel Abdelkader Zighed. "New Approach to Detect the Political Opinion in Tweets". En. In: Joint Conference on Robotics and Intelligent Systems, Brazil. ufmg.br, pp. 1-6.

2013

Guille, Adrien, Cécile Favre, Hakim Hacid, and Djamel A. Zighed. "SONDY: an open source platform for social dynamics mining and analysis". In: Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2013, New York, NY, USA, June 22-27, 2013. Ed. by Kenneth A. Ross, Divesh Srivastava, and Dimitris Papadias. ACM, pp. 1005-1008.
Zighed, Djamel A., Diala Ezzeddine, and Fabien Rico. "Neighborhood Random Classification". In: Geometric Science of Information - First International Conference, GSI 2013, Paris, France, August 28-30, 2013. Proceedings. Ed. by Frank Nielsen and Frédéric Barbaresco. Vol. 8085. Lecture Notes in Computer Science. Springer, pp. 767-774
Zighed, Djamel Abdelkader, Diala Ezzeddine, and Fabien Rico. "Topological learning with geometric graphs". In: Joint Meeting of the IASC Conference and the 8th conference of the Asian Regional Section of the IASC. Yonsei University, Seoul, Korea, pp. 21-23.

2012

Forestier, M, J. Velcin, and D. A. Zighed. "Analyzing Social Roles using Enriched Social Network on On-Line Sub-Communities". In: The Sixth International Conference on Digital Society (ICDS'12) (Valencia, ES, 2012-01-30). ICDS'12, pp. 17-22.
Forestier, Mathilde, Julien Velcin, Anna Stavrianou, and Djamel A. Zighed. "Extracting Celebrities from Online Discussions". In: International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2012, Istanbul, Turkey, 26-29 August 2012. IEEE Computer Society, pp. 322-326.
Zighed, Djamel Abdelkader, Rafik Abdesselam, and Asmelash Hadgu. "Topological Comparisons of Proximity Measures". In: Advances in Knowledge Discovery and Data Mining - 16th Pacific-Asia Conference, PAKDD 2012, Kuala Lumpur, Malaysia, May 29-June 1, 2012, Proceedings, Part I. Ed. by Pang-Ning Tan, Sanjay Chawla, Chin Kuan Ho, and James Bailey. Vol. 7301. Lecture Notes in Computer Science. Springer, pp. 379-391.
Zighed, Djamel Abdelkader, Diala Ezzeddine, and Fabien Rico. "Neighborhood Random Classification". In: Advances in Knowledge Discovery and Data Mining - 16th Pacific-Asia Conference, PAKDD 2012, Kuala Lumpur, Malaysia, May 29-June 1, 2012, Proceedings, Part I. Ed. by Pang-Ning Tan, Sanjay Chawla, Chin Kuan Ho, and James Bailey. Vol. 7301. Lecture Notes in Computer Science. Springer, pp. 98-108.

2011

Forestier, Mathilde, Julien Velcin, and Djamel A. Zighed. "Extracting Social Networks Enriched by Using Text". In: Foundations of Intelligent Systems - 19th International Symposium, ISMIS 2011, Warsaw, Poland, June 28-30, 2011. Proceedings. Ed. by Marzena Kryszkiewicz, Henryk Rybinski, Andrzej Skowron, and Zbigniew W. Ras. Vol. 6804. Lecture Notes in Computer Science. Springer, pp. 140-145.
Forestier, Mathilde, Julien Velcin, and Djamel A. Zighed. "Extracting Social Networks to Understand Interaction". In: International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011, Kaohsiung, Taiwan, 25-27 July 2011. IEEE Computer Society, pp. 213-219.
Rico, Fabien and Djamel Abdelkader Zighed. "Classificateurs aléatoires topologiques à base de graphes de voisinages". In: Extraction et gestion des connaissances (EGC'2011), Actes, 25 au 29 janvier 2011, Brest, France. Ed. by Ali Khenchaf and Pascal Poncelet. Vol. RNTI-E-20. Revue des Nouvelles Technologies de l'Information. Hermann-éditions, pp. 83-88.
Zighed, Djamel Abdelkader, Rafik Abdesselam, and Ahmed Bounekkar. "Comparison of Proximity Measures: A Topological Approach". In: Advances in Knowledge Discovery and Management - Volume 3 [Best of EGC 2011, Brest, France]. Ed. by Fabrice Guillet, Bruno Pinaud, Gilles Venturini, and Djamel Abdelkader Zighed. Vol. 471. Studies in Computational Intelligence. Springer, pp. 43-58.
Zighed, Djamel Abdelkader, Rafik Abdesselam, and Ahmed Bounekkar. "Equivalence topologique entre mesures de proximité". In: Extraction et gestion des connaissances (EGC'2011), Actes, 25 au 29 janvier 2011, Brest, France. Ed. by Ali Khenchaf and Pascal Poncelet. Vol. RNTI-E-20. Revue des Nouvelles Technologies de l'Information. Hermann-éditions, pp. 53-64.

2010

Pisetta, Vincent, Pierre-Emmanuel Jouve, and Djamel A. Zighed. "Construction de noyaux pour l'apprentissage supervisé à partir d'arbres aléatoires". In: Extraction et gestion des connaissances (EGC'2010), Actes, 26 au 29 janvier 2010, Hammamet, Tunisie. Ed. by Sadok Ben Yahia and Jean-Marc Petit. Vol. RNTI-E-19. Revue des Nouvelles Technologies de l'Information. Cépaduès-éditions, pp. 525-536.
Pisetta, Vincent, Pierre-Emmanuel Jouve, and Djamel A. Zighed. "Learning with Ensembles of Randomized Trees : New Insights". In: Machine Learning and Knowledge Discovery in Databases, European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, Proceedings, Part III. Ed. by José L. Balcazar, Francesco Bonchi, Aristides Gionis, and Michèle Sebag. Vol. 6323. Lecture Notes in Computer Science. Springer, pp. 67-82.
Pisetta, Vincent and Djamel A. Zighed. "Similarity and Kernel Matrix Evaluation Based on Spatial Autocorrelation Analysis". In: Foundations of Intelligent Systems, 18th International Symposium, ISMIS 2009, Prague, Czech Republic, September 14-17, 2009. Proceedings. Ed. by Jan Rauch, Zbigniew W. Ras, Petr Berka, and Tapio Elomaa. Vol. 5722. Lecture Notes in Computer Science. Springer, pp. 422-430.
Qureshi, Taimur and Djamel A. Zighed. "A Soft Discretization Technique for Fuzzy Decision Trees Using Resampling". In: Intelligent Data Engineering and Automated Learning - IDEAL 2009, 10th International Conference, Burgos, Spain, September 23-26, 2009. Proceedings. Ed. by Emilio Corchado and Hujun Yin. Vol. 5788. Lecture Notes in Computer Science. Springer, pp. 586-593.

2009

Qureshi, Taimur and Djamel A. Zighed. "On Improving Discretization Quality by a Bagging Technique". In: Fifth International Conference on Natural Computation, ICNC 2009, Tianjian, China, 14-16 August 2009, 6 Volumes. Ed. by Haiying Wang, Kay Soon Low, Kexin Wei, and Junqing Sun. IEEE Computer Society, pp. 226-231.
Qureshi, Taimur and Djamel A. Zighed. "Using Resampling Techniques for Better Quality Discretization". In: Machine Learning and Data Mining in Pattern Recognition, 6th International Conference, MLDM 2009, Leipzig, Germany, July 23-25, 2009. Proceedings. Ed. by Petra Perner. Vol. 5632. Lecture Notes in Computer Science. Springer, pp. 68-81.

2008

Trees Grown with Asymmetric Entropies". In: Foundations of Intelligent Systems, 17th International Symposium, ISMIS 2008, Toronto, Canada, May 20-23, 2008, Proceedings. Ed. by Aijun An, Stan Matwin, Zbigniew W. Ras, and Dominik Slezak. Vol. 4994. Lecture Notes in Computer Science. Springer, pp. 58-67.
Marcellin, Simon, Djamel A. Zighed, and Gilbert Ritschard. "évaluation des critères asymétriques pour les arbres de décision". In: Extraction et gestion des connaissances (EGC'2008), Actes des 8èmes journées Extraction et Gestion des Connaissances, Sophia Antipolis, France, 29 janvier au 1er février 2008, 2 Volumes. Ed. by Fabrice Guillet and Brigitte Trousse. Vol. RNTI-E-11. Revue des Nouvelles Technologies de l'Information. Cépaduès-éditions, pp. 209-210.
Qureshi, Taimur and Djamel A. Zighed. "Discretization of Continuous Features by Resampling". In: Extraction et gestion des connaissances (EGC'2008), Actes des 8èmes journées Extraction et Gestion des Connaissances, Sophia-Antipolis, France, 29 janvier au 1er février 2008, 2 Volumes. Ed. by Fabrice Guillet and Brigitte Trousse. Vol. RNTI-E-11. Revue des Nouvelles Technologies de l'Information. Cépaduèséditions, pp. 343-348.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "A New Framework for Taxonomy Discovery from Text". In: Advances in Knowledge Discovery and Data Mining, 12th Pacific-Asia Conference, PAKDD 2008, Osaka, Japan, May 20-23, 2008 Proceedings. Ed. by Takashi Washio, Einoshin Suzuki, Kai Ming Ting, and Akihiro Inokuchi. Vol. 5012. Lecture Notes in Computer Science. Springer, pp. 985-991.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "Enhancing Semantic Distance with Context Awareness". In: Atelier EGC SemSim. Ed. by Sophia Antipolis INRIA, pp. 12-17.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "Involving Validity Indices in Document Clustering". In: COnférence en Recherche d'Infomations et Applications - CORIA 2008, 5th French Information Retrieval Conference, Trégastel, France, March 12-14, 2008. Proceedings. Université de Renne 1, pp. 103-118.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "On Determining the Optimal Partition in Agglomerative Clustering of Documents". In: Foundations of Intelligent Systems, 17th International Symposium, ISMIS 2008, Toronto, Canada, May 20-23, 2008, Proceedings. Ed. by Aijun An, Stan Matwin, Zbigniew W. Ras, and Dominik Slezak. Vol. 4994. Lecture Notes in Computer Science. Springer,pp. 487-496.
Sayed, Ahmad El, Julien Velcin, and Djamel A. Zighed. "Word Clustering with Validity Indices". In: Advances in Artificial Intelligence , 21st Conference of the Canadian Society for Computational Studies of Intelligence, Canadian AI 2008, Windsor, Canada, May 28-30, 2008, Proceedings. Ed. by Sabine Bergler. Vol. 5032. Lecture Notes in Computer Science. Springer, pp. 259-270.
Sayed, Ahmed El, Hakim Hacid, and Djamel Abdelkader Zighed. "On Involving Validity Indices in Document Clustering". In: 5eme Conf. en Recherche d'Information et Application. Ed. by Tregastel CORIA.

2007

Pisetta, Vincent, Gilbert Ritschard, and Djamel A. Zighed. "Choix des conclusions et validation des règles issues d'arbres de classification". In: Extraction et gestion des connaissances (EGC'2007), Actes des cinquièmes journées Extraction et Gestion des Connaissances, Namur, Belgique, 23-26 janvier 2007, 2 Volumes. Ed. by Monique Noirhomme-Fraiture and Gilles Venturini. Vol. RNTI-E-9. Revue des Nouvelles Technologies de l'Information. Cépaduès-éditions, pp. 485-496.
Zighed, Djamel A., Simon Marcellin, and Gilbert Ritschard. "Mesure déntropie asymétrique et consistante". In: Extraction et gestion des connaissances (EGC'2007), Actes des cinquièmes journées Extraction et Gestion des Connaissances, Namur, Belgique, 23-26 janvier 2007, 2 Volumes, pp. 81-86
Ritschard, Gilbert, Djamel A. Zighed, and Simon Marcellin. "Données déséquilibrées, entropie décentrée et indice dimplication". In: Nouveaux apports théoriques à l'analyse statistique implicative et applications. Ed. by Régis Gras, Pilar Orùs, Bruno Pinaud, and Pablo Gregori. ASI 4. Departament de Matemàtiques, Universitat Jaume I, pp. 315-327.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "A Context-Dependent Semantic Distance Measure". In: Proceedings of the Nineteenth International Conference on Software Engineering & Knowledge Engineering (SEKE'2007), Boston, Massachusetts, USA, July 9-11, 2007. Knowledge Systems Institute Graduate School, pp. 432-437.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "A Multisource Context- Dependent Semantic Distance Between Concepts". In: Database and Expert Systems Applications, 18th International Conference, DEXA 2007, Regensburg, Germany, September 3-7, 2007, Proceedings. Ed. by Roland Wagner, Norman Revell, and Gu_nther Pernul. Vol. 4653. Lecture Notes in Computer Science. Springer, pp. 54-63.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "A New Approach Towards Content-based Heterogeneous Information Retrieval". In: ECML/PKDD Workshop on Mining Complex Data. Ed. by Z. W. Ras, S. Tsumoto, and D. A. Zighed. Warsaw, Poland.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "A New Context-Aware Measure for Semantic Distance Using a Taxonomy and a Text Corpus". In: Proceedings of the IEEE International Conference on Information Reuse and Integration, IRI 2007, 13-15 August 2007, Las Vegas, Nevada, USA. IEEE Systems, Man, and Cybernetics Society, pp. 279-284.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "Combining Text and Image for Content-based Information Retrieval". In: Proceedings of the 2007 International Conference on Information & Knowledge Engineering, IKE 2007, June 25-28, 2007, Las Vegas, Nevada, USA. Ed. by Hamid R. Arabnia and Ray R. Hashemi. CSREA Press, pp. 47-53.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "Mining semantic distance between corpus terms". In: Proceedings of the First Ph.D.Workshop in CIKM, PIKM 2007, Sixteenth ACM Conference on Information and Knowledge Management, CIKM 2007, Lisbon, Portugal, November 9, 2007. Ed. by Aparna S. Varde and Jian Pei. ACM, pp. 49-54.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "Recherche d'Information par le Contenu des Données Hétérogenes". In: RIAS. Ed. by Moh Boghanem. Université de Toulouse, IRIT.
Sayed, Ahmad El, Hakim Hacid, and Djamel A. Zighed. "Using Semantic Distance in a Content-Based Heterogeneous Information Retrieval System". In: Mining Complex Data, ECML/PKDD 2007 Third International Workshop, MCD 2007, Warsaw, Poland, September 17-21, 2007, Revised Selected Papers. Ed. by Zbigniew W. Ras, Shusaku Tsumoto, and Djamel A. Zighed. Vol. 4944. Lecture Notes in Computer Science, pp. 224-237.
Studer, Mathias, Gilbert Ritschard, Luis Baccaro, Irina Georgiou, Nicolas Muller, and Djamel A. Zighed. "Relations entre types de violation des libertés syndicales garanties par les conventions de l'OIT : Une analyse statistique implicative des résultats d'une fouille de texte". In: Nouveaux apports théoriques à l'analyse statistique implicative et applications. Ed. by Régis Gras, Pilar Orùs, Bruno Pinaud, and Pablo Gregori. ASI 4. Departament de Matemàtiques, Universitat Jaume I, pp. 111-122.
Zighed, Djamel A., Vincent Pisetta, and David Ratsimba. "Separability of Classes in a multidimensional Space". In: Classification and Data Analysis. Ed. by F. Palumbo. Meeting of the classification and Data Analysis Group of the Italian Statistical Society. eum edizioni università di macerata, pp. 147-150.

2006

Brémond, Alain, Alain Isnard, Nicolas Nicoloyannis, and Djamel A. Zighed. "Numérisation secondaire et Lecture sur Ecran : Evaluation des Performances". In: Innovations Technologiques et Bonnes Pratiques en Sénologie : Dépistage - Diagnostic - Traitement. Ed. by Alain Isnard and Armelle Travade. Sofmis 2006. Fusium, pp. 22-28.
Brémond, Alain, Pierre-Emmanuel Jouve, Julien Thomas, Jeremy Clech, and Djamel A. Zighed. "Résultats Préliminaires d'une étude comparative de deux CAD". In: Innovations Technologiques et Bonnes Pratiques en Sénologie : Dépistage - Diagnostic - Traitement. Ed. by Alain Isnard and Armelle Travade. Sofmis. Clermont-Férrand (France): fusium, pp. 92-94.
Coman, Irina Diana and Djamel Abdelkader Zighed. "Comparaison des mammographies par des méthodes d'apprentissage". In: Extraction et gestion des connaissances (EGC'2006), Actes des sixièmes journées Extraction et Gestion des Connaissances, Lille, France, 17-20 janvier 2006, 2 Volumes. Ed. by Gilbert Ritschard and Chabane Djeraba. Vol. RNTI-E-6. Revue des Nouvelles Technologies de l'Information. Cépaduès-éditions, pp. 711-712.
Hacid, Hakim and Djamel A. Zighed. "Content based image retrieval using topological models". In: 12th International Conference on Multi Media Modeling (MMM 2006), 4-6 January 2006, Beijing, China. IEEE.
Hacid, Hakim and Djamel A Zighed. "Content-based retrieval in large image databases". In: Proc. of International Conference on Granular Computing, pp. 498-501.
Hacid, Hakim and Djamel Abdelkader Zighed. "Graphes de voisinage pour l'indexation et l'interrogation d'images par le contenu". In: Extraction et gestion des connaissances (EGC'2006), Actes des sixièmes journées Extraction et Gestion des Connaissances, Lille, France, 17-20 janvier 2006, 2 Volumes. Ed. by Gilbert Ritschard and Chabane Djeraba. Vol. RNTI-E-6. Revue des Nouvelles Technologies de l'Information. Cépaduès-éditions, pp. 11-22.
Marcellin, Simon, Djamel A. Zighed, and Gilbert Ritschard. "An asymmetric entropy measure for decision tree". In: Proceedings of the 11th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2006, Paris. Ed. by Bernadette Bouchon-Meunier. Laforia Paris, pp. 1292-1299.
Marcellin, Simon, Djamel A. Zighed, and Gilbert Ritschard. "Detection of breast cancer using an asymmetric entropy measure". In: COMPSTAT 2006 - Proceedings in Computational Statistics. Ed. by Alfredo Rizzi and Maurizio Vichi. Vol. XXV. Computational Statistics. Compstat. Springer, pp. 975-982.
Pisetta, Vincent, Hakim Hacid, Fazia Bellal, Gilbert Ritschard, and Djamel A. Zighed. "Traitement automatique de textes juridiques". In: Actes de SdC 2006, Semaine de la Connaissance, 26-30 juin 2006. Ed. by Rémi Lehn, Mounira Harzallah, Nathalie Aussenac-Gilles, and Jean Charlet. Nantes, France, On line CD.
Pisetta, Vincent, Hakim Hacid, and Djamel A. Zighed. "Multi-catégorisation de textes juridiques et retour de pertinence". In: Extraction et gestion des connaissances (EGC'2006), Actes des sixièmes journées Extraction et Gestion des Connaissances, Lille, France, 17-20 janvier 2006, 2 Volumes. Ed. by Gilbert Ritschard and Chabane Djeraba. Vol. RNTI-E-6. Revue des Nouvelles Technologies de l'Information. Cépaduès-éditions, pp. 235-246.
Ritschard, Gilbert and Djamel A. Zighed. "Implication Strength of Classification Rules". In: Foundations of Intelligent Systems, 16th International Symposium, ISMIS 2006, Bari, Italy, September 27-29, 2006, Proceedings. Ed. by Floriana Esposito, Zbigniew W. Ras, Donato Malerba, and Giovanni Semeraro. Vol. 4203. Lecture Notes in Computer Science. Springer, pp. 463-472.
Zighed, Djamel A. "Aspects conceptuels : Différentes Méthodologies des Systèmes Experts pour la Détection ou la Caractérisation". In: Innovations Technologiques et Bonnes pratiques en Sénologie : Dépistage - Diagnostic - Traitement. Ed. by Alain Isnard and Armelle Travade. Sofmis 2006. fusium, pp. 76-81.
Zighed, Djamel A. and Hakim Hacid. "Proximity graphs and separability of classes". In: Proceedings of the 11th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2006, Paris. Ed. by Bernadette Bouchon-Meunier. IPMU. Paris, France, pp. 1488-1495.
Zighed, Djamel A. and Alain Isnard. "Projet NORDOM (Numérisation, Optimisation, Rationalisation du Dépistage Organisé en Mammographie". In: Innovations Technologiques et Bonnes Pratiques en Sénologie : Dépistage - Diagnostic - Traitement. Ed. by Alain Isnard and Armelle Travade. Sofmis 2006. fusium, pp. 29-34.
Zighed, Djamel A., Simon Marcellin, and Gilbert Ritschard. "An asymmetric entropy measure for decision trees". In: KNEMO, Knowledge Extraction and Modeling Workshop. Capri, Italy.

2005

Hacid, Hakim and Djamel A. Zighed. "An Incremental Algorithm for neighborhood graphs construction". In: IASC. Ed. by Stanley Azen, Erricos John Kontoghiorghes, and Jae Chang Lee. ISI-IASC. Cyprus: Dep. of Public and Bus. Adm. Univ. of Cyprus, p. 32.
Hacid, Hakim and Djamel A. Zighed. "Neighborhood Graphs for Image Databases Indexing and Content-Based Retrieval". In: First IEEE International Workshop on Mining Complex Data (IEE MCD05). Ed. by Zbigniew W. Ras, Shusaku Tsumoto, and Djamel A. Zighed. Texas, USA: IEEE Computer Society, pp. 45-51.
Hacid, Hakim and Djamel Abdelkader Zighed. "An Effective Method for Locally Neighborhood Graphs Updating". In: Database and Expert Systems Applications, 16th International Conference, DEXA 2005, Copenhagen, Denmark, August 22-26, 2005, Proceedings. Ed. by Kim Viborg Andersen, John K. Debenham, and Roland Wagner. Vol. 3588. Lecture Notes in Computer Science. Springer, pp. 930-939.
Pisetta, Vincent, Hakim Hacid, and Djamel A. Zighed. "Automatic Juridical Texts Classification and Relevance Feedback". In: First IEEE International Workshop on Mining Complex Data (IEE MCD05), Houston Texas, USA. Ed. by Zbigniew W. Ras, Shusaku Tsumoto, and Djamel A. Zighed. IEEE Computer Society, pp. 81-84.

2004

Muhlenbach, Fabrice, Stéphane Lallich, and Djamel A. Zighed. "Outlier Handling in the Neighbourhood-Based Learning of a Continuous Class". In: Discovery Science, 7th International Conference, DS 2004, Padova, Italy, October 2-5, 2004, Proceedings. Ed. by Einoshin Suzuki and Setsuo Arikawa. Vol. 3245. Lecture Notes in Computer Science. Springer, pp. 314-321.
Scuturici, Mihaela, Jérémy Clech, Vasile-Marian Scuturici, and Djamel A. Zighed. "Modèle topologique pour l'interrogation des bases d'images". In: Extraction et gestion des connaissances (EGC'2004), Actes des quatrièmes journées Extraction et Gestion des Connaissances, Clermont Ferrand, France, 20-23 janvier 2004, 2 Volumes. Ed. by Georges Hébrail, Ludovic Lebart, and Jean-Marc Petit. Vol. RNTIE- 2. Revue des Nouvelles Technologies de l'Information. Cépaduès-éditions, pp. 409-414.
Scuturici, Mihaela, Vasile-Marian Scuturici, Jérémy Clech, and Djamel A. Zighed. "Navigation dans une base d'images à l'aide de graphes topologiques". In: Actes du XXIIème Congrès INFORSID, Biarritz, France, 25-28 mai, 2004, pp. 335-349.

2003

Clech, Jérémy and Djamel A. Zighed. "Data Mining et analyse des CV : une expérience et des perspectives". In: Extraction et gestion des connaissances (EGC'2003), Actes des troisièmes journées Extraction et Gestion des Connaissances, Lyon, France, 22-24 janvier 2003. Ed. by Mohand-Said Hacid, Yves Kodratoff, and Danielle Boulanger. Vol. 17 / 1-3. Revue des Sciences et Technologies de l'Information - série RIA ECA. Hermes Science Publications, pp. 189-200.
Lallich, Stéphane, Fabrice Muhlenbach, and Djamel A. Zighed. "Traitement des exemples atypiques en apprentissage par la régression". In: Extraction et gestion des connaissances (EGC'2003), Actes des troisièmes journées Extraction et Gestion des Connaissances, Lyon, France, 22-24 janvier 2003. Ed. by Mohand-Said Hacid, Yves Kodratoff, and Danielle Boulanger. Vol. 17 / 1-3. Revue des Sciences et Technologies de l'Information - série RIA ECA. Hermes Science Publications, pp. 399-410.
Léger, Bertrand, Nadir Belkhiter, and Djamel A. Zighed. "Conception d'un outil déxploration graphique et visuelle des données". In: Extraction et gestion des connaissances (EGC'2003), Actes des troisièmes journées Extraction et Gestion des Connaissances, Lyon, France, 22-24 janvier 2003. Ed. by Mohand-Said Hacid, Yves Kodratoff, and Danielle Boulanger. Vol. 17 / 1-3. Revue des Sciences et Technologies de l'Information - série RIA ECA. Hermes Science Publications, pp. 83-92.
Ritschard, Gilbert and Djamel A. Zighed. "Goodness-of-Fit Measures for Induction Trees". In: Foundations of Intelligent Systems, 14th International Symposium, ISMIS 2003, Maebashi City, Japan, October 28-31, 2003, Proceedings. Ed. by Ning Zhong, Zbigniew W. Ras, Shusaku Tsumoto, and Einoshin Suzuki. Vol. 2871. Lecture Notes in Computer Science. Springer, pp. 57-64.
Ritschard, Gilbert and Djamel A. Zighed. "Modélisation de tables de contingence par arbres d'induction". In: EGC: Revue des sciences et technologies de l'information - ECA. Ed. by Mohand Said Hacid, Yves Kodratoff, and Danielle Danielle Boulanger. Vol. 17 / 1-2-3. RSTI série RIA-ECA 2003. EGC. Lavoisier, pp. 381-392.
Ritschard, Gilbert and Djamel A. Zighed. "Modélisation de tables de contingence par arbres d'induction". In: Extraction et gestion des connaissances (EGC'2003), Actes des troisièmes journées Extraction et Gestion des Connaissances, Lyon, France, 22- 24 janvier 2003. Ed. by Mohand-Said Hacid, Yves Kodratoff, and Danielle Boulanger. Vol. 17 / 1-3. Revue des Sciences et Technologies de l'Information - série RIA ECA. Hermes Science Publications, pp. 381-392.
Ritschard, Gilbert and Djamel A. Zighed. "Simultaneous Row and Column Partitioning: Evaluation of a Heuristic". In: Foundations of Intelligent Systems, 14th International Symposium, ISMIS 2003, Maebashi City, Japan, October 28-31, 2003, Proceedings. Ed. by Ning Zhong, Zbigniew W. Ras, Shusaku Tsumoto, and Einoshin Suzuki. Vol. 2871. Lecture Notes in Computer Science. Springer, pp. 468-472.
Scuturici, Mihaela, Jérémy Clech, and Djamel A. Zighed. "Topological Query in Image Databases". In: Progress in Pattern Recognition, Speech and Image Analysis, 8th Iberoamerican Congress on Pattern Recognition, CIARP 2003, Havana, Cuba, November 26-29, 2003, Proceedings. Ed. by Alberto Sanfeliu and José Ruiz- Shulcloper. Vol. 2905. Lecture Notes in Computer Science. Springer, pp. 145-152.
Zighed, Djamel A., Walid Erray, Marian V. Scuturici, and Gilbert Ritschard. "Arbogodaï: Segmentation généralisée". In: Sciences of Electronics, Technology of Information and Telecommunications, SETIT 2003. Susa, Tunisia.
Zighed, Djamel A., Gilbert Ritschard, Walid Erray, and Vasile-Marian Scuturici. "Arbogodaï, a New Approach for Decision Trees". In: Knowledge Discovery in Databases: PKDD 2003, 7th European Conference on Principles and Practice of Knowledge Discovery in Databases, Cavtat-Dubrovnik, Croatia, September 22-26, 2003, Proceedings. Ed. by Nada Lavrac, Dragan Gamberger, Hendrik Blockeel, and Ljupco Todorovski. Vol. 2838. Lecture Notes in Computer Science. Springer, pp. 495-506.

2002

Hammi, Mohamed, Liming Chen, Djamel A. Zighed, and Q. Song. "Définition dun modèle de peau et son utilisation pour la classification des images". In: MediaNet2002. Ed. by Liming Chen. Hermes Science Publications, pp. 186-197.
Zighed, Djamel A., Stéphane Lallich, and Fabrice Muhlenbach. "Separability Index in Supervised Learning". In: Principles of Data Mining and Knowledge Discovery, 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002, Proceedings . Ed. by Tapio Elomaa, Heikki Mannila, and Hannu Toivonen. Vol. 2431. Lecture Notes in Computer Science. Springer, pp. 475-487.
Lallich, Stéphane, Fabrice Muhlenbach, and Djamel A. Zighed. "Improving Classification by Removing or Relabeling Mislabeled Instances". In: Foundations of Intelligent Systems, 13th International Symposium, ISMIS 2002, Lyon, France, June 27-29, 2002, Proceedings. Ed. by Mohand-Said Hacid, Zbigniew W. Ras, Djamel A. Zighed, and Yves Kodratoff. Vol. 2366. Lecture Notes in Computer Science. Springer, pp. 5-15.
Lallich, Stéphane, Fabrice Mulhenbach, and Djamel A. Zighed. "Test de structure pour la prédiction de variable numérique". In: Actes du IXème Congrès de la Société Francophone de Classification (SFC'02): Toulouse, France (2002), pp. 235-238.
Muhlenbach, Fabrice, Stéphane Lallich, and Djamel A. Zighed. "Amélioration d'une classification par filtrage des exemples mal étiquetés". In: Extraction et gestion des connaissances (EGC'2002), Actes des deuxièmes journées Extraction et Gestion des Connaissances, Montpellier, France, 21-23 janvier 2002. Ed. by Danièle Hérin and Djamel A. Zighed. Vol. 1 / 4. Extraction des Connaissances et Apprentissage. Hermes Science Publications, pp. 155-166.
Ritschard, Gilbert and Djamel A. Zighed. "Qualité d'ajustement d'arbres d'induction". In: Actes rencontres Gafo Données. Ed. by Fabrice Guillet, Régis Gras, and Henri Briand. Paris: Universite de Nantes.
Zighed, Djamel A., Stéphane Lallich, and Fabrice Mulhenbach. "A statistical approach for separability of classes". In: Conference : Statistical Learning, Theory and Applications. Ed. by Gilbert Saporta. CNAM Paris, pp. 58-65.
Zighed, Djamel A., Gilbert Ritschard, and Walid Erray. "Bi dimensional partitioning with limited loss of information". In: Proceedings Societa Italiana di Statistica, Milan. Ed. by Milan Societa Italiana di Statistica, pp. 319-328.

2001

Muhlenbach, Fabrice, Djamel A. Zighed, and Sophie d'Hondt. "Génération de règles par compression". In: Extraction et gestion des connaissances (EGC'2001), Actes des premières journées Extraction et Gestion des Connaissances, Nantes, France, 17-19 janvier 2001. Ed. by Henri Briand and Fabrice Guillet. Vol. 1 / 1-2. Extraction des Connaissances et Apprentissage. Hermes Science Publications, pp. 93-104.
Ritschard, Gilbert, Djamel A. Zighed, and Nicolas Nicoloyannis. "Maximiser l'association par agrégation dans un tableau croisé". In: La fouille dans les données par la méthode d'analyse statistique implicative. Ed. by Régis andt Marc Bailleul Gras. Vol. 154/155. Ecole polytechnique de l'Université de Nantes, IRIN et IUFCM Caen, pp. 219-233.
Zighed, Djamel A., Stéphane Lallich, and Fabrice Mulhenbach. "Séparabilité des classes dans Rp". In: Actes du VIIIeme rencontres de la Société Francophone de Classification (SFC'01). Ed. by SFC, pp. 356-363.

2000

Ciampi, Antonio, Djamel A. Zighed, and Jérémy Clech. "Trees and Induction Graphs for Multivariate Response". In: Principles of Data Mining and Knowledge Discovery, 4th European Conference, PKDD 2000, Lyon, France, September 13-16, 2000, Proceedings. Ed. by Djamel A. Zighed, Henryk Jan Komorowski, and Jan M. Zytkow. Vol. 1910. Lecture Notes in Computer Science. Springer, pp. 359-366.
Ritschard, Gilbert, Djamel A. Zighed, and Nicolas Nicoloyannis. "Regroupement optimal dans un tableau croisé". In: Actes des XXXIIèmes Journées de statistiques. Ed. by SFDS. Fès: SFdS, pp. 664-669.

1999

Gavin, Gérald, Didier Puzenat, and Djamel A. Zighed. "Classifiers with Low Decision- Making Error using Linear Combination of Functions". In: Proceedings of the International Conference on Artificial Intelligence, IC-AI '99, June 28 - July 1, 1999, Las Vegas, Nevada, USA, Volume 1. Ed. by Hamid R. Arabnia. CSREA Press, pp. 226-232.
Gavin, Gérald, Didier Puzenat, and Djamel A. Zighed. "How to use linear combinations of functions to get classifiers with low decision making error". In: Proceedings of « International Conference on Artificial Intelligence (ICAI99). ECAI, pp. 226-232.
Rakotomalala, Ricco, Djamel A. Zighed, and Fabien Feschet. "Caractérisation des règles de production dans un processus d'induction". In: Apprentissage Automatique. Ed. by Marc Sebban and Gilles Venturini. Hermes Science Publications, pp. 159-174.
Sebban, Marc, Djamel A. Zighed, and S. Di Palma. "Selection and Statistical Validation of Features and Prototypes". In: Principles of Data Mining and Knowledge Discovery, Third European Conference, PKDD '99, Prague, Czech Republic, September 15-18, 1999, Proceedings. Ed. by Jan M. Zytkow and Jan Rauch. Vol. 1704. Lecture Notes in Computer Science. Springer, pp. 184-192.
Zighed, Djamel A., Myriam Côté, and Nader Troudi. "The Data-Mining and the Technology af Agents to Fight the Illicit Electronic Messages". In: Methodologies for Knowledge Discovery and Data Mining, Third Pacific-Asia Conference, PAKDD-99, Beijing, China, April 26-28, 1999, Proceedings. Ed. by Ning Zhong and Lizhu Zhou. Vol. 1574. Lecture Notes in Computer Science. Springer, pp. 464-468.
Zighed, Djamel A. and Marc Sebban. "Sélection et validation statistique de variables et de prototypes". In: Apprentissage Automatique. Ed. by Marc Sebban and Gilles Venturini. Hermes Science Publications, pp. 85-108.

1998

Côté, Marc, Djamel A. Zighed, and Nadir Troudi. "the data-mining and the agents technology to fight the illicit messages". In: Proceedings Fourth International Conference on Computer Science and Informatics.
Gavin, Gérald, Serge Di Palma, and Djamel A. Zighed. "Generalisation properties of convex linear combinations of classifiers belonging to a finite VC-dimension family". In: Proceedings Fourth International Conference on Computer Science and Informatics.
Rakotomalala, Ricco and Djamel A. Zighed. "Mesures PRE dans les graphes d'induction: une approche statistique de l'arbitrage généralité-précision". In: Apprentissage : des principes naturels aux méthodes artificielles. Ed. by Gilber Ritschardt, Andre Berchtold, François Duc, and Djame A. Zighed. Hermès, pp. 257-270.
Rakotomalala, Ricco, Djamel A. Zighed, and Fabien Feschet. "Empirical evaluation of rule characterization in rule induction process". In: Proceedings of the 15th European Meetings on Cybernetics and System Research. Ed. by Robert Trappl. Cybernetics and Systems Research, pp. 799-804.
Sebban, Marc, Sabine Rabaséda, and Djamel A. Zighed. "Features selection for a gait identification model". In: Apprentissage : des principes naturels aux méthodes artificielles. Ed. by Gilbert Ritschard, André Berchtold, François Duc, and Djamel Djamel A. Zighed. Hermes Science Publications, pp. 139-150.

1997

DiPalma, Serge, Jérôme DaRugna, and Djamel A. Zighed. "Apprentissage supervise polythetique : une evaluation". In: Actes Des Cinquiemes Rencontres de La Societe Francophone de Classification. Ed. by Djamel A. Zighed. ERIC Lyon 2, pp. 191-194.
Gavin, Gérald, Ricco Rakotomalala, and Djamel A. Zighed. "Heuristique de ponderation de classifieurs en vue de l'amélioration des performances du bagging". In: Actes Des Cinquiemes Rencontres de La Societe Francophone de Classification, pp. 217-221.
Rakotomalala, Ricco and Djamel A. Zighed. "Mesures d'association dans les graphes d'induction : une appoche statistique de l'arbitrage generalite-precision". In: Proceedings of the 7th Conference of International Association for the Development of Interdisciplinary Research. Ed. by Gilbert Ritschard. Univ. Geneva, pp. 131-134.
Rakotomalala, Ricco, Djamel A. Zighed, and Fabien Feschet. "Rule characterization in induction process". In: Indo-French Workshop on Symbolic Data Analysis and its Applications, pp. 190-199.
Sebban, Marc, Sabine Rabaséda, and Djamel A. Zighed. "Construction of a Gait Identification Model by a Statistical Learning". In: 7th Conference of the International Association for the Developpement of Interdisciplinary Research. Ed. by Gilbert Ritschard. Univ. Geneva, pp. 49-53.
Zighed, Djamel A., Ricco Rakotomalala, and Fabien Feschet. "Optimal Multiple Intervals Discretization of Continuous Attributes for Supervised Learning". In: Proceedings of the Third International Conference on Knowledge Discovery and Data Mining (KDD-97), Newport Beach, California, USA, August 14-17, 1997. Ed. by David Heckerman, Heikki Mannila, and Daryl Pregibon. AAAI Press, pp. 295-298.

1996

Grimm, G. and Djamel A. Zighed. "Eau-de-vie de fruits - une nouvelle méthode d'analyse des données". In: Journées Internationales de Chimie Alimentaire Fribourgen-Brisgau (Allemagne).
Rabaséda, Sabine and Djamel A. Zighed. "Génération et simplification de règles dans les graphes d'induction". In: Actes du XXVeme Colloque International l'Association Rhodanienne pour l'Avancement de l'Econometrie - ARAE'96.
Rakotomalala, Ricco and Djamel A. Zighed. "Evaluation et validation des sommets dans les graphes d'induction : une alternative a lélagage". In: Actes du XXVeme Colloque International l'Association Rhodanienne pour l'Avancement de l'Econometrie - ARAE'96.
Rakotomalala, Ricco, Djamel A. Zighed, and Sabine Rabaséda. "Rules extracted automatically by induction". In: Proceedings of the 6th Conference on Information Processing and Management of Uncertainty, pp. 551-556.
Rakotomalala, Ricco, Djamel A. Zighed, and Sabine Rabaséda. "Validation of rules issued from induction graphs". In: Proceedings of the 6th Conference on Information Processing and Management of Uncertainty, pp. 1259-1264.
Sebban, Marc and Djamel A. Zighed. "Discrimination of odors by semantic attributes and priminf effects". In: Proceedings of the 6th Conference on Information Processing and Management of Uncertainty, pp. 693-697.
Sebban, Marc and Djamel A. Zighed. "Test de séparabilité des classes dans Rp." In: Actes XXVème colloque des Structures Economiques, Econométrie et Informatique. Lyon. AEA.
Zighed, Djamel A., Ricco Rakotomalala, and Sabine Rabaséda. "A discretization method of continuous attributes in induction graphs". In: Proceedings of the 13th European Meetings on Cybernetics and System Research, April 9-12. Ed. by R. Trappl. Vienna, Austria: Univ. Vienna, pp. 997-1002.
Zighed, Djamel A. and Marc Sebban. "Cognitive model for the identification of odors". In: International Conference on Ordinal and Symbolic Data Analysis, pp. 699-703.

1995

Grange, Marc, Djamel A. Zighed, and Blas Payri. "Knowldege Improvement through Genetic Algorithms". In: Proceedings of the Second Annual Joint Conference on Information Science, pp. 265-266.

1994

Amghar, Samia and Djamel A. Zighed. "The Universal Vote : a new criterion of classification". In: Proceedings 10th International Conference on Systems Engineering Coventry, UK, September 6-8 1994

1993

Hoskins, J., S. Chakravarthy, B. Ferreol, V.C. Kelessidis, L. Prouvost, and Djamel A. Zighed. "A Predictive Model of Mud Removal Efficiency Using Historical Well Data". In: 8th Petroleum Computer Conference, New Orleans, LA, July (1993).

1992

Lamure, Michel, Jean-Jacques Milan, Nicolas Nicoloyannis, and Djamel A. Zighed. "Contour Detection, Statistical and Neural Network". In: IPMU'92. Internat. Conf. on Information Processing and Management of Uncertainty in Knowledge 6-10, 1992. Ed. by Bernadette Bouchon-Meunier, Llorenç Valverde, and Ronald R. Yager. Univ. Mallorca, pp. 143-146.
Largeron, Christine, Michel Terrenoire, Daniel Tounissoux, and Djamel A. Zighed. "Reconnaissance de formes par relaxation. Application à l'aide au prononstic médical". In: Fifth Int. Conf. on Syst. Sciences in Healh Care, Prague 1992. SSHC Society.
Nicoloyannis, Nicolas, Samia Amghar, and Djamel A. Zighed. "Modélisation de processus de diagnostic". In: Fifth Int. Conf. on Syst. Sciences in Healh Care, Prague 1992. SSHC Society.
Ritschard, Gilbert and Djamel A. Zighed. "Modélisation neuromimétique en sciences sociales". In: IPMU'92. Internat. Conf. on Information Processing and Management of Uncertainty in Knowledge 6-10, 1992. Ed. by B. Bouchon-Meunier.
Ritschard, Gilbert and Djamel A. Zighed. "Réseaux sociaux et modèles neuromimétiques". In: Intelligence artificielle et sciences et sciences humaines. Ed. by Marcel Brissaud, Marc Grange, and Nicolas Nicoloyannis. Hermes Science Publications, pp. 125-151.

1991

Zighed, Djamel A., Jean Paul Auray, Daniel Tounissoux, and Christine Largeron. "Discrimination by optimizing a local consistency criterion". In: Proceedings Int. Conf. Symbolic-Numeric Data Analysis and Learning. Ed. by Edwin Diday. NOVA SCIENCES.

1990

Auray, Jean Paul, Gérard Duru, Michel Terrenoire, and Djamel A. Zighed. "Caracterisation of various levels of risk in a population". In: Advanced Studies in Applied and Theoretical Econometrics. Ed. by Gérard Duru and Jean H. Paelinck. Kluwer Academic Publisher, pp. 227-235.
Zighed, Djamel A., Jean Paul Auray, and Gérard Duru. "SIPINA: Une méthode d'évaluation". In: Actes XXXth Int. Conf. of the Applied Econometrics Association Ankara-Turkey. Ed. by AEA-GS.SANTE. Univ BILKENT (Turquie), pp. 289-298.
Zighed, Djamel A., Jean Paul Auray, Daniel Tounissoux, and Christine Largeron. "A Discrimination method based upon local homogenety". In: IPMU. Ed. by Bernadette Bouchon. ENST Paris, pp. 301-306.
Zighed, Djamel A., Daniel Tounissoux, Jean Paul Auray, and Christine Largeron. "Discrimination by Optimizing a Local Consistency Criterion". In: IPMU '90: Proceedings of the 3rd International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems. London, UK: Springer-Verlag, pp. 337-348.

1989

Auray, Jean Paul, Gérard Duru, Daniel Tounissoux, and Djamel A. Zighed. "Segmentation and classification to patients' risk estimation". In: Health-Econometrics. Ed. by Jean Paelinck. Nijhoff.

1987

Fages, Robert, Michel Terrenoire, Daniel Tounissoux, and Djamel A. Zighed. "Non supervised classification tools adapted to supervised classification". In: Proc. of the NATO Advanced Study Institute on Pattern recognition theory and applications. Ed. by Pierre A. Devijver and Josef Kittler. Spa-Balmoral, Belgium: Springer-Verlag, pp. 57-62.

1986

Terrenoire, Michel, Daniel Tounissoux, and Djamel A. Zighed. "Interactive system for building a sequential intérogation process". In: IPMU. Ed. by Bernadette Bouchon- Meunier. ENST Paris.

Patents

2010

Clech, Jérémie, Pierre Jouve, Julien Thomas, Abdelkader Zighed, et al. "Image processing method comprising the display of regions of interest in an X-Ray image according to scores associated with said regions". Pat. WO Patent 2,010,046,499.
Clech, Jérémie, Pierre Jouve, Julien Thomas, Abdelkader Zighed, et al. "Image processing method comprising the display of regions of interest in an X-Ray image using markers". Pat.

Miscelaneous

2013

Adrien Guille, Cécile Favre and Djamel A. Zighed. SONDY : une plateforme opensource d'analyse et de fouille pour les réseaux sociaux en ligne. Ed. by EGC, pp. 45- 48.
Zighed, Djamel Abdelkader, Céline Faure, Sofiane Bouzid, et al. Les Sciences Humaines et Sociales dans le PRES LSE.
Zighed, Djamel Abdelkader, Adrian Tanasescu, and Pablo Jensen. Essai d'analyse de l'interdisciplinarité dans la recherche scientifique.

2007

Ritschard, Gilbert, Djamel A. Zighed, Luis Baccaro, Irina Georgiou, Vincent Pisetta, and Mthias Studer. Mining Expert Comments on the Application of ILO Conventions on Freedom of Association and Collective Bargaining. Cahiers du Département d'Econométrie.

2005

Corbet, Gilles, Gilbert Ritschard, Djamel A. Zighed, Matthieu Charpe, and Hakim Hacid. Etudes de l'interdépendance des marchés immobiliers résidentiels sur le bassin franco-valdo-genevois, Rapport final. Projet Interreg IIIA France-Suisse. Genève et Lyon.

2001

Ritschard, Gilbert and Djamel A. Zighed. Data Mining et analyse des données. Ed. by SFC. Point-à-Pitre.

1996

Zighed, Djamel A. and R. Rakotomalala. SIPINA_W(c) for Windows: User's Guide. University of Lyon 2.

1991

Ritschard, Gilbert and Djamel A. Zighed. Réseau Sociaux et Modèles Neuromimetiques. Cahiers du Département d'Econométrie.

Thesis

1985

Zighed, Djamel A. "Methodes et outils pour les processus d'interrogation non arborescents". PhD thesis. Universite Claude Bernard - Lyon 1.

 

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