1 PhD graduated 2004

1997-2017 Publications

• 2017
  • kh. Laghmari, Ch. Marsala, M. Ramdani : “An adapted incremental graded multi-label classification model for recommendation systems”, Progress in Artificial Intelligence, (Springer) (2017)
  • kh. Laghmari, Ch. Marsala, M. Ramdani : “A Distributed Recommender System Based on Graded Multi-label Classification”, International Conference on Networked Systems, vol. 10299, Lecture Notes in Computer Science, Marrakech, Morocco, pp. 101-108, (Springer) (2017)
  • kh. Laghmari, Ch. Marsala, M. Ramdani : “Classification multi-labels graduée: Apprendre les relations entre les labels ou limiter la propagation d’erreur ?”, Actes EGC 2017, Grenoble, France (2017)
• 2016
  • kh. Laghmari, Ch. Marsala, M. Ramdani : “Graded multi-label classification: compromise between handling label relations and limiting error propagation”, SITA 2016 - 11^th International Conference on Intelligent Systems: Theories and Applications, Mohammadia, Morocco, pp. 1-6, (IEEE) (2016)
• 2015
  • kh. Laghmari, M. Ramdani, Ch. Marsala : “A Distributed Graph Based Approach for Rough Classifications Considering Dominance Relations Between Overlapping Classes”, 2015 10^th International Conference on Intelligent Systems: Theories and Applications (SITA), Rabat, Morocco, pp. 1-6, (IEEE) (2015)
• 2008
  • M. Kissi, M. Ramdani, B. Bouchon‑Meunier, D. Zakarya : “Pattern recognition system based on empirical knowledge: Sandalwood and camphoraceous odors application”, Mathematics and Computers in Simulation, vol. 77 (5-6), pp. 453-463, (Elsevier) (2008)
• 2006
  • D. Messadeg, M. Ramdani, M. Bedda, H. Akdag : “ECG Beats Recognition Using Normalized Ellipsoidal Basis”, Asian Journal of Information Technology, vol. 5 (6), pp. 584-590 (2006)
• 2005
  • M. Kissi, B. Bouchon‑Meunier, M. Ramdani, D. Zakarya : “Molecular descriptor selection using decision trees: application to structure-sandalwood odour relationships”, IMACS 2005 - 17 th IMACS World Congress, Paris, France (2005)
• 2002
  • M. Kissi, B. Bouchon‑Meunier, M. Ramdani, D. Zakarya : “Man-machine interaction for odor prediction”, IPMU 2002 - 9^th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Annecy, France, pp. 63-68 (2002)
• 2000
  • Ch. Marsala, M. Ramdani, D. Zakarya, M. Tollabi : “Fuzzy Decision Trees to Extract Features of Odorous Molecules”, chapter in Uncertainty in Intelligent and Information Systems, pp. 235-249, (World Scientific) (2000)
• 1998
  • O. Gascuel, B. Bouchon‑Meunier, G. Caraux, P. Gallinari, A. Guénoche, Y. Guermeur, Y. Lechevallier, Ch. Marsala, L. Miclet, J. Nicolas, R. Nock, M. Ramdani, M. Sebag, B. Tallur, G. Venturini, P. Vitte : “Twelve numerical, symbolic and hybrid supervised classification methods”, International Journal of Pattern Recognition and Artificial Intelligence, vol. 12 (5), pp. 517-572, (World Scientific Publishing) (1998)
  • Ch. Marsala, M. Ramdani, M. Tollabi, D. Zakarya : “Recognition of Odors: a Fuzzy Decision Tree Approach”, Seventh International Conference IPMU, Paris, France, pp. 532-539 (1998)
  • B. Bouchon‑Meunier, L. Foulloy, M. Ramdani : “Logique floue : exercices corrigés et exemples d’applications”, (Cépadues-Editions) (1998)
• 1997
  • B. Bouchon‑Meunier, Ch. Marsala, M. Ramdani : “Learning from Imperfect Data”, chapter in Fuzzy set methods in information engineering : a guided tour of applications, (John Wiley and Sons) (1997)