Guenael Cabanes Home Page

Refereed journal articles

Barbu, S., Cabanes, G., Le Maner-Idrissi, G.: Boys and Girls on the Playground: Sex Differences in Social Development Are Not Stable across Early Childhood. PLoS ONE. 6(1): e16407 (2011). pdf

Cabanes, G., Bennani, Y.:Unsupervised topographic learning for spatiotemporal data mining. Advances in Artificial Intelligence. Vol. 2010, Article ID 832542, 12 pages (2010). Invited. pdf

Cabanes, G., Bennani, Y., Fresneau, D.:Mining RFID Behavior Data using Unsupervised Learning. International Journal of Applied Logistics. 1(1), pp.28–47(2010). pdf

Galassi, U., Cabanes, G., Fresneau, D.: Modelling Evolving Behaviours in Ant Colonies. Journal of Intelligent Systems. 18(4), pp. 353–376(2009). pdf

Formanek, L., Houdelier, C., Lumineau, S., Bertin, A., Cabanes, G., Richard-Yris, M-A.: Selection of social traits in juvenile Japanese quail affects adults’ behaviour. Applied Animal Behaviour Science. 112(1-2), pp.174–186 (2007).

Scholarly book chapter

Cabanes, G., Bennani, Y.:Learning the number of clusters in Self Organizing Map.In Self-Organizing Maps, George K Matsopoulos (Ed.), IN-TECH Publisher, pp. 14–28(2010). Invited. pdf

Refereed conference papers in proceedings (international)

Cabanes, G., Bennani, Y., Fresneau, D.: A new simultaneous two-levels bi-clustering algorithm for behavioural data-mining. 18th International Conference on Neural Information Processing (ICONIP'11), Shanghai, China (2011).

Cabanes, G., Bennani, Y.: Coupling Clustering and Visualization for Knowledge Discovery from Data. Proceeding of the International Joint Conference on Neural Networks (IJCNN’11), pp. 2127–2134, San Jose, USA (2011). pdf

Cabanes, G., Bennani, Y.: Learning topological constraints in Self-Organizing Map. 17th International Conference on Neural Information Processing (ICONIP'10), pp. 367–374, Sydney, Australia (2010). pdf

Cabanes, G., Bennani, Y.: Extending SOM with Efficient Estimation of the Number of Clusters. Joint Meeting GfKl-CLADAG'10, pp. 233–234, Florence, Italy (2010). Invited. pdf

Cabanes G., Bennani, Y., Dufau-Joël, F.: Mining Customers' Spatio-temporal Behavior Data using Topographic Unsupervised Learning. Proceedings of the International Conference on Machine Learning and Applications (ICMLA'09), pp. 372–377, Miami, USA (2009). pdf

Cabanes, G., Bennani, Y.:Comparing Large Datasets Structures Through Unsupervised Learning. 16th International Conference on Neural Information Processing (ICONIP'09), pp. 546–553, Bangkok, Thailand (2009). Best Student Poster Award. pdf

Cabanes, G., Fresneau, D., Galassi, U., Giordana, A.: A HMM-Based Approach to Modeling Ant Behavior. 4th International Indian Conference on Artificial Intelligence (IICAI'09), pp. 2127–2139, Tumkur, India (2009). Best Paper Award. pdf

Cabanes, G., Fresneau, D., Giordana, A., Galassi, U.: Modeling Ant Activity by means of Structured HMMs. International Symposium on Methodologies for Intelligent Systems (ISMIS'09), pp. 341–350, Prague, Czech Republic (2009). pdf

Cabanes, G., Bennani, Y., Chartagnat, C., Fresneau, D.:Topographic Connectionist Unsupervised Learning for RFID Behavior Data Mining. The Second International Workshop on RFID Technology (IWRT'08), pp. 63–72, Barcelona, Spain (2008). pdf

Cabanes, G., Bennani, Y.:A Local Density-Based Simultaneous Two-Level Algorithm for Topographic Clustering. Proceeding of the International Joint Conference on Neural Networks (IJCNN’08), pp. 1176–1182, Hong Kong, China (2008). pdf

Cabanes, G., Bennani, Y.: A simultaneous two-level clustering algorithm for automatic model selection. Proceeding of the International Conference on Machine Learning and Applications (ICMLA’07), pp. 316–321, Cincinnati, USA (2007). pdf

Cabanes, G.: Classification à deux niveaux selon le voisinage et la densité. 18èmes rencontres de la Société Francophone de Classification (SFC’11), pp. 107-110, Orléans, France (2011).

Cabanes, G., Bennani, Y.: Apprendre les contraintes topologiques dans les cartes auto-organisatrices. 11èmes journées d'Extraction et Gestion des Connaissances (EGC’11), 12p, Brest, France (2011). Nominated for Best Paper Award. pdf

Cabanes, G., Bennani, Y.: Visualisation de l’intra et inter structure des groupes en classiﬁcation non supervisée. 11èmes journées d'Extraction et Gestion des Connaissances (EGC’11), 12p, Brest, France (2011). pdf

Cabanes, G., Bennani, Y., Dufau-Joël, F.: Comparaisons structurelles de grandes bases de données par apprentissage non-supervisé. 10èmes journées d'Extraction et Gestion des Connaissances (EGC’10), pp. 115–120, Hammamet, Tunisie (2010). pdf

Cabanes, G., Bennani, Y.: Exploration de données de traçabilité issues de la RFID par apprentissage non-supervisé. 9èmes journées d'Extraction et Gestion des Connaissances (EGC’09), pp. 451–452, Strasbourg, France (2009). pdf

Cabanes, G., Bennani, Y.: Classification topographique à deux niveaux simultanés à base de modes de densité. Actes de la Conférence francophone sur l'Apprentissage automatique (CAP'08), pp. 53–54, Porquerolle, France (2008). pdf

Cabanes, G., Bennani, Y.: Un algorithme de classification topographique non supervisée à deux niveaux simultanés. 8èmes journées d'Extraction et Gestion des Connaissances (EGC’08), pp. 619–630, Sophia-Antipolis, France (2008). Nominated for Best Paper Award. pdf

Cabanes, G.: Classiﬁcation non supervisée à deux niveaux guidée par le voisinage et la densité. Université Paris 13, Villetaneuse, France (2010). pdf

Beigneux, E., Cabanes, G., Gouat, P.: Mate choice based on chemical communication in the monogamous mound-building mouse Mus spicilegus. Rencontres d'éthologie du collège franco-allemand (2011).

Cabanes, G.,Witwinowski, J., Devienne, P., Fresneau, D., :Social Organization of Poneromorph Ant Colonies: New Insights from RFID and Data Mining. XVI Congress of the International Union for the Study of Social Insects (IUSSI'10), Copenhagen, Denmark (2010).

Fresneau, D., Cabanes, G.,Witwinowski, J., Devienne, P.:Social Organisation of Poneromorph Colonies: New Insights from RFID and Data Mining. XIX Simpósio de Mirmecologia, Ouro Preto, MG, Brazil (2009).

Cabanes, G., Giordana, A., Fresneau, D.:Radio Tagging and Data Mining Reveal the Dynamic of Ants Emigration to New Nest Site. 31th International Ethological Conference (IEC'09), Rennes, France (2009).

Barbu, S., Lemasson, A., Le Maner-Idrissi, G., Cabanes, G.:Sex Differences in Social Play: Developmental Trends in Early Childhood. 31th International Ethological Conference (IEC'09), Rennes, France (2009).

Cabanes G., Chartagnat C., Devienne, P., Durand, J.L., Fresneau, D., Bennani, Y.: Connectionist Learning for RFID Data Mining Applied to Ants Spatio-temporal Behaviour. International Workshop Behaviour-Cognition-Welfare, Villetaneuse, France (2008).