Publications about Non Vector Data

• Journal Articles
• International Conferences
• National Conferences (in French)

Journal Articles

• (5) Accélération des cartes auto-organisatrices sur tableau de dissimilarités par séparation et évaluation. Brieuc Conan-Guez and Fabrice Rossi. Revue des Nouvelles Technologies de l'Information, volume RNTI-C-2, pages 1-16. June 2008.
  [publisher link] [hal] [arXiv:0802.0252] [preprint (ps)] [preprint (pdf)] [bib]
• (4) Batch kernel SOM and related Laplacian methods for social network analysis. Romain Boulet, Bertrand Jouve, Fabrice Rossi and Nathalie Villa. Neurocomputing, volume 71, number 7-9, pages 1257-1273. March 2008.
  [Nature news] [Le Figaro] [publisher link] [hal] [arXiv:0801.0848] [preprint (ps)] [preprint (pdf)] [bib]
• (3) Une adaptation des cartes auto-organisatrices pour des données décrites par un tableau de dissimilarités. Aïcha El Golli, Fabrice Rossi, Brieuc Conan-Guez and Yves Lechevallier. Revue de Statistique Appliquée, volume LIV, number 3, pages 33-64. October 2006.
  [hal] [arXiv:0709.3586v1] [preprint (ps)] [preprint (pdf)] [bib]
  Cited by +/-

  1. N. Villa and R. Boulet, Clustering a medieval social network by SOM using a kernel based distance measure, in Proceedings of XVth European Symposium on Artificial Neural Networks (ESANN 2007), pages 31-36, Bruges (Belgium), April 2007.
  2. N. Delestre and N. Malandain. Analyse et représentation en deux dimensions de traces pour le suivi de l'apprenant, Revue STICEF, Volume 14, 2007, ISSN : 1764-7223.
• (2) Fast Algorithm and Implementation of Dissimilarity Self-Organizing Maps. Brieuc Conan-Guez, Fabrice Rossi and Aïcha El Golli. Neural Networks, volume 19, number 6-7, pages 855-863. July-August 2006.
  [publisher link] [hal] [arXiv:0709.3461v1] [preprint (ps)] [preprint (pdf)] [bib]
  Cited by +/-

  1. C. Hung. A constrained neural learning rule for eliminating the border effect in online self-organising maps. Connection Science, 20(1):1-20, March 2008.
  2. N. Villa and R. Boulet, Clustering a medieval social network by SOM using a kernel based distance measure, in Proceedings of XVth European Symposium on Artificial Neural Networks (ESANN 2007), pages 31-36, Bruges (Belgium), April 2007.
  3. T. Ho-Phuoc and A. Guérin-Dugué. A new adaptation of self-organizing map for dissimilarity data. In A. Sandoval, F.and Prieto, J. Cabestany, and M. Graña, editors, Computational and Ambient Intelligence, Proceedings of 9th International Work-Conference on Artificial Neural Networks (IWANN 2007), volume 4507 of Lecture Notes in Computer Science, pages 219-226, San Sebastián (Spain), June 2007. Springer.
• (1) Self Organizing Map and Symbolic Data. Aïcha El Golli, Brieuc Conan-Guez and Fabrice Rossi. Journal of Symbolic Data Analysis, volume 2, number 1. November 2004.
  [publisher link] [hal] [arXiv:0709.3587v1] [pdf] [bib]

International Conferences

• (11) Patch Relational Neural Gas - Clustering of Huge Dissimilarity Datasets. Alexander Hasenfuß, Barbara Hammer and Fabrice Rossi. In Proceedings of the Third International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR 08) (to be published), Paris, France. July 2008.
• (10) Topographic Processing of Relational Data. Barbara Hammer, Alexander Hasenfuß, Fabrice Rossi and Marc Strickert. In Proceedings of the 6th Workshop on Self-Organizing Maps (WSOM 07), Bielefeld, Germany. September 2007.
  [publisher link] [pdf] [bib]
• (9) Accelerating Relational Clustering Algorithms With Sparse Prototype Representation. Fabrice Rossi, Alexander Hasenfuß and Barbara Hammer. In Proceedings of the 6th Workshop on Self-Organizing Maps (WSOM 07), Bielefeld, Germany. September 2007.
  [publisher link] [pdf] [bib]
• (8) A comparison between dissimilarity SOM and kernel SOM for clustering the vertices of a graph. Nathalie Villa and Fabrice Rossi. In Proceedings of the 6th Workshop on Self-Organizing Maps (WSOM 07), Bielefeld, Germany. September 2007.
  [publisher link] [pdf] [bib]
• (7) Speeding Up the Dissimilarity Self-Organizing Maps by Branch and Bound. Brieuc Conan-Guez and Fabrice Rossi. In Sandoval, F.and Prieto, A. and Cabestany, J. and Graña, M., editors, Proceedings of 9th International Work-Conference on Artificial Neural Networks (IWANN 2007), pages 203-210, San Sebastian, Spain. June 2007.
  [publisher link] [ps] [pdf] [bib]
• (6) Model collisions in the dissimilarity SOM. Fabrice Rossi. In Proceedings of XVth European Symposium on Artificial Neural Networks (ESANN 2007), pages 25-30, Bruges, Belgium. April 2007.
  [publisher link] [ps] [pdf] [bib]
• (5) Dissimilarities for Web Usage Mining. Fabrice Rossi, Francisco De Carvalho, Yves Lechevallier and Alzennyr Da Silva. In V. Batagelj, H.-H. Bock, A. Ferligoj and A. Žiberna, editors, Data Science and Classification (Proceedings of IFCS 2006), pages 39-46, Ljubljana, Slovenia. July 2006.
  [publisher link] [ps] [pdf] [bib]
• (4) A Fast Algorithm for the Self-Organizing Map on Dissimilarity Data. Brieuc Conan-Guez, Fabrice Rossi and Aïcha El Golli. In Proceedings of the 5th Workshop on Self-Organizing Maps (WSOM 05), pages 561-568, Paris, France. September 2005.
  [ps] [pdf] [bib]
  Cited by +/-

  1. M. Cottrell, B. Hammer, A. Hasenfuß and T. Villmann, Batch and Median Neural Gas, Neural Networks, 19(6-7):762-771, July-August, 2006.
  2. B. Hammer, A. Hasenfuß, F.-M. Schleif, and T. Villmann. Supervised batch neural gas. In F. Schwenker and S. Marinai, editors, Artificial Neural Networks in Pattern Recognition (Second IAPR Workshop, ANNPR 2006), volume 4087 of Lecture Notes in Computer Science, pages 33-45, Ulm (Germany), August-September 2006. Springer.
  3. B. Hammer, A. Hasenfuß, F.-M. Schleif, and T. Villmann. Supervised median clustering. In C. H. Dagli, A. L. Buczak, D. L. Enke, M. Embrechts, and O. Ersoy, editors, Proceedings of the Artificial Neural Networks in Engineering Conference (ANNIE 2006), pages 623-632, St. Louis, MO (U.S.A.), November 2006.
  4. A. Hasenfuß, B. Hammer, F.-M. Schleif, and T. Villmann. Neural gas clustering for dissimilarity data with continuous prototypes. In A. Sandoval, F.and Prieto, J. Cabestany, and M. Graña, editors, Computational and Ambient Intelligence, Proceedings of 9th International Work-Conference on Artificial Neural Networks (IWANN 2007), volume 4507 of Lecture Notes in Computer Science, pages 539-546, San Sebastián (Spain), June 2007. Springer.
  5. B. Hammer and A. Hasenfuß. Relational neural gas. In Proceedings of the 30th Annual German Conference on AI, KI 2007, volume 4667 of Lecture Notes in Computer Science, pages 190-204, Osnabrück (Germany), September 2007. Springer.
  6. A. Hasenfuß and B. Hammer. Relational topographic maps. In Proceedings of the 7th International Symposium on Intelligent Data Analysis, IDA 2007, volume 4723 of Lecture Notes in Computer Science, pages 93-105, Ljubljana (Slovenia), September 2007. Springer.
  7. B. Hammer, A. Hasenfuß, F.-M. Schleif, T. Villmann, M. Strickert, and U. Seiffert. Intuitive clustering of biological data. In Proceedings of the International Joint Conference on Neural Networks (IJCNN 2007), pages 1877-1882, Orlando, Florida (U.S.A.), August 2007.
• (3) Usage Guided Clustering of Web Pages with the Median Self Organizing Map. Fabrice Rossi, Aïcha El Golli and Yves Lechevallier. In Proceedings of XIIIth European Symposium on Artificial Neural Networks (ESANN 2005), pages 351-356, Bruges, Belgium. April 2005.
  [publisher link] [ps] [pdf] [bib]
• (2) A Self Organizing Map for Dissimilarity Data. Aïcha El Golli, Brieuc Conan-Guez and Fabrice Rossi. In Proceedings of IFCS 2004, pages 61-68, Chicago, U.S.A.. July 2004.
  [ps] [pdf] [bib]
  Cited by +/-

  1. M. Martín-Merino and A. Muñoz, A Modification of the SOM Algorithm to Deal with Non-Symmetric Proximities, In Proceedings of the 5th Workshop on Self-Organizing Maps (WSOM 05), pages 569-578, Paris (France), September 2005.
  2. T. Ho-Phuoc and A. Guérin-Dugué. A new adaptation of self-organizing map for dissimilarity data. In A. Sandoval, F.and Prieto, J. Cabestany, and M. Graña, editors, Computational and Ambient Intelligence, Proceedings of 9th International Work-Conference on Artificial Neural Networks (IWANN 2007), volume 4507 of Lecture Notes in Computer Science, pages 219-226, San Sebastián (Spain), June 2007. Springer.
• (1) Multi-layer Perceptron on Interval Data. Fabrice Rossi and Brieuc Conan-Guez. In K. Jajuga, A. Sokolowski, H.-H. Bock, editors, Classification, Clustering, and Data Analysis (IFCS 2002), pages 427-434, Cracow, Poland. July 2002.
  [ps] [pdf] [bib]
  Cited by +/-

  1. R. E. Patiño-Escarcina, B. R. Callejas Bedregaland, and A. Lyra. Interval computing in neural networks: One layer interval neural networks. In Proceeding of 7th International Conference on Information Technology, volume 3356 of Lecture Notes in Computer Science, Hyderabad (India), December 2004.
  2. H. Hamdan and G. Govaert. CEM algorithm for imprecise data. application to flaw diagnosis using acoustic emission, in Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, volume 5, pages 4774-4779, October 2004.
  3. H. Hamdan and G. Govaert. Int-EM-CEM algorithm for imprecise data. comparison with the CEM algorithm using monte carlo simulations, in Proceedings of the IEEE Conference Cybernetics and Intelligent Systems, volume 1, pages 410-415, Singapore, December 2004.
  4. H. Hamdan and G. Govaert. Mixture model clustering of uncertain data, in Proceedings of the 14th IEEE International Conference on Fuzzy Systems (FUZZ'05), pages 879-884, Reno, Nevada, USA, May 2005.
  5. A. Appice, C. D'Amato, F. Esposito, and D. Malerba. Classification of symbolic objects: A lazy learning approach, Intelligent Data Analysis, 10(4):301-324, 2006.
  6. A. P. Duarte Silva and P. Brito. Linear discriminant analysis for interval data, Computational Statistics, 21(2):289-308, June 2006.
  7. A. Munoz San Roque, C. Maté, J. Arroyo, and Á. Sarabia. iMLP : Applying multi-layer perceptrons to interval-valued data, Neural Processing Letters, 2007.
  8. F. C. D. Silva, F. d. A. de Carvalho, R. M. C. R. de Souza, and J. Q. Silva. A modal symbolic classifier for interval data. In I. King, J. Wang, C. Laiwan, and D. Wang, editors, Proceedings of the 13th International Conference, ICONIP 2006, volume 4233, pages 50-59, Hong Kong (China), October 2006. Springer.

National Conferences (in French)

• (4) Un algorithme efficace pour les cartes auto-organisatrices de Kohonen appliquées aux tableaux de dissimilarités. Brieuc Conan-Guez, Fabrice Rossi and Aïcha El Golli. In M. Nadif et F.-X. Jollois, editors, Actes des treizièmes rencontres de la Société Francophone de Classification, Metz, France. September 2006.
  [ps] [pdf] [bib]
• (3) Comparaison de dissimilarités pour l'analyse de l'usage d'un site web. Fabrice Rossi, Francisco De Carvalho, Yves Lechevallier and Alzennyr Da Silva. In G. Ritschard and C. Djeraba, editors, Actes des 6ème journées Extraction et Gestion des Connaissances (EGC 2006), Revue des Nouvelles Technologies de l'Information (RNTI-E-6), pages 409-414, Villeneuve d'Ascq, France. Janvier 2006.
  [ps] [pdf] [bib]
• (2) Visualisation de la perception d'un site web par ses utilisateurs. Fabrice Rossi, Yves Lechevallier and Aïcha El Golli. In S. Pinzon and N. Vincent, editors, Actes des 5ème journées Extraction et Gestion des Connaissances (EGC 2005), Revue des Nouvelles Technologies de l'Information (RNTI-E-3), pages 563-574, Paris, France. Janvier 2005.
  [ps] [pdf] [bib]
  Cited by +/-

  1. T. Carron, J.-C. Marty, L. France, and J.-M. Heraud. Preparing an observed pedagogical experiment, in Proceedings of Cognition and Exploratory Learning in Digital Age (CELDA 2005), pages 526-531, Porto, Portugal, December 2005. IADIS.
  2. G.-C. Loghin, J.-C. Marty, and T. Carron. A method for enabling a better comprehension of user behavior, in Proceedings of Cognition and Exploratory Learning in Digital Age (CELDA 2005), pages 349-352, Porto, Portugal, December 2005. IADIS.
  3. T. Carron, J.-C. Marty, J.-M. Heraud, and L. France. Préparation d'une expérimentation pédagogique en vue d'observation, in 13ème Rencontres interdisciplinaires sur les systèmes complexes naturels et artificiels, Rochebrune (France), Janvier 2006.
• (1) Une application des cartes topologiques auto-organisatrices à l'analyse des fichiers Logs. Aïcha El Golli, Fabrice Rossi, Brieuc Conan-Guez, Doru Tanasa, Brigitte Trousse and Yves Lechevallier. In Actes des Onzièmes journées de la Société Francophone de Classification, pages 181-184, Bordeaux, France. Septembre 2004.
  [ps] [pdf] [bib]

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