@InProceedings{RossiGegout94Initialization,
  author = 	 "Rossi, Fabrice and G\'egout, C\'edric",
  title = 	 "{G}eometrical {I}nitialization, {P}arametrization and
		  {C}ontrol of {M}ultilayer {P}erceptrons:
		  {A}pplication to {F}unction {A}pproximation",
  volume =	 "I",
  pages =	 "546-550",
  booktitle =	 "Int. Conf. on Neural Networks",
  year =	 1994,
  organization = "IEEE",
  address =	 "Orlando~(Florida)",
  month =	 "June",
  note =	 "\url{http://apiacoa.org/publications/1994/icnn94.pdf}",
}
@InProceedings{GegoutRossi94Genetique,
  author = 	 "C. G\'egout and F. Rossi",
  title = 	 "Initialisation des {R}\'eseaux de {N}eurones {N}on
		  {R}\'ecurrents \\  \`a coefficients r\'eels par
		  {A}lgorithmes {E}volutionnistes", 
  pages =	 "416-424",
  booktitle =	 "Journ\'ees internationales sur {L}es {R}\'eseaux
		  {N}euromim\'etiques et leurs {A}pplications",  
  year =	 1994,
  address =	 "Marseille",
  organization = "Neuro-N\^{\i}mes",
  month =	 "D\'ecembre",
  note =	 "\url{http://apiacoa.org/publications/1994/neuronimes94b.pdf}"
}
@InProceedings{GegoutGirauRossi94NSKFrench,
  author = 	 "G\'egout, C\'edric and Girau, Bernard and Rossi, Fabrice",
  title = 	 "{NSK}, un noyau pour la simulation orient\'ee objets
		  de r\'eseaux de neurones",
  pages =	 "123-131",
  booktitle =	 "Journ\'ees internationales sur {L}es {R}\'eseaux
		  {N}euromim\'etiques et leurs {A}pplications",  
  organization = "Neuro-N\^{\i}mes",
  year =	 1994,
  address =	 "Marseille",
  month =	 "D\'ecembre",
  note =	 "\url{http://apiacoa.org/publications/1994/neuronimes94.pdf}"
}
@InProceedings{GegoutGirauRossi94NSK,
  author = 	 "G\'egout, C\'edric and Girau, Bernard and Rossi, Fabrice",
  title = 	 "{NSK}, an {O}bject-{O}riented {S}imulator {K}ernel for
		  {A}rbitrary {F}eedforward {N}eural {N}etworks",
  pages =	 "93-104",
  booktitle =	 "Int. Conf. on Tools with Artificial Intelligence",
  year =	 1994,
  organization = "IEEE",
  address =	 "New Orleans~(Louisiana)",
  month =	 "November",
  note =	 "\url{http://apiacoa.org/publications/1994/tai94.pdf}",
}
@InProceedings{Rossi95GenericBackprop,
  author = 	 "G\'egout, C\'edric and Girau, Bernard and Rossi, Fabrice",
  title = 	 "{G}eneric {B}ack-{P}ropagation in {A}rbitrary
		  {F}eedforward {N}eural {N}etworks",
  editor =	 "Pearson, D. W. and Steele, N. C. and Albrecht, R. F.",
  booktitle =	 "Int. Conf. on Artificial Neural Nets and Genetic
		  Algorithms",
  pages =        "168-171",
  year =	 1995,
  address =	 "Al\`es",
  publisher =	 "Springer Verlag",
  month =	 "April",
  note =	 "\url{http://apiacoa.org/publications/1995/icannga95.pdf}"
}
@TechReport{GegoutGirauRossiNeurocolt1995,
  author = 	 "G\'egout, C\'edric and Girau, Bernard and Rossi, Fabrice",
  title = 	 "A {G}eneral {F}eed-{F}orward {N}eural {N}etwork {M}odel",
  institution =  "NeuroCOLT",
  year = 	 "1995",
  month =        May,
  type  =        {Technical report {NC-TR-95-041}},
  address = 	 "Royal Holloway, University of London",
  note =	 "Available at \url{http://apiacoa.org/publications/1995/neurocolt1995.pdf}}"
}
@InProceedings{Rossi96Selection,
  author = 	 {Rossi, Fabrice},
  title = 	 {Attribute Suppression with Multilayer Perceptron},
  booktitle = 	 {CESA Multiconference},
  volume =	 {Symposium on Robotics and Cybernetics},
  year =	 1996,
  organization = {IMACS},
  address =	 {Lille-France},
  month =	 {July},
  pages =	 {542-547},
  note =	 {\url{http://apiacoa.org/publications/1996/cesa96.pdf}}
}

@InProceedings{Rossi96SecondOrdreICNN,
  author = 	 {Rossi, Fabrice},
  title = 	 {Second {D}ifferentials in {A}rbitrary {F}eed-{F}orward {N}eural {N}etworks},
  booktitle = 	 {Int. Conf. on Neural Networks},
  volume =	 {I},
  year =	 1996,
  organization = {IEEE},
  address =	 {Washington},
  month =	 {June},
  pages =	 {418-423},
  note =	 {\url{http://apiacoa.org/publications/1996/icnn96.pdf}}
}
@TechReport{Rossi96SecondOrdre,
  author =     "Rossi, Fabrice",
  title =      "Second {D}ifferentials in {A}rbitrary {F}eed-{F}orward
                {N}eural {N}etworks",
  institution =  "THOMSON-CSF/AIRSYS",
  year =       "1996",
  month =      "September",
  type  =      {Technical report {THOMSON-CSF/AIRSYS/RDTE-594/96}},
  note =       "Available at \url{http://apiacoa.org/publications/1996/thomson1996second.pdf}",
}
@InProceedings{Rossi97Selection,
  author = 	 {Rossi, Fabrice},
  title = 	 {Geometrical Selection of Important Inputs with
                  Feedforward Neural Network},
  editor =	 "Pearson, D. W. and Steele, N. C. and Albrecht, R. F.",
  booktitle =	 "Int. Conf. on Artificial Neural Nets and Genetic
		  Algorithms",
  year =	 1997,
  month =	 {April},
  note =	 {\url{http://apiacoa.org/publications/1997/icannga97.pdf}}
}
@InProceedings{AboaEtAl1998SFC,
  author = 	 {Aboa Yapo, Jean-Pascal and Tang Ahanda, Barnab{\'e} and Emilion, Richard and Rossi, Fabrice},
  title = 	 {Deux m{\'e}thodes de segmentation sur un tableau de donn{\'e}es symboliques},
  booktitle = 	 {Actes des Sixi{\`e}mes journ{\'e}es de la Soci{\'e}t{\'e} Francophone de
Classification},
  year = 	 1998,
  address = 	 {Montpellier, France},
  month = 	 {Septembre},
  note =	 {\url{http://apiacoa.org/publications/1998/sfc98.pdf}}
}
@InProceedings{RossiVautrain1999SFC,
  author = 	 {Rossi, Fabrice and Vautrain, Fr{\'e}d{\'e}rick},
  title = 	 {Traitement symbolique de contraintes expertes en classification automatique},
  booktitle = 	 {Actes des Septi{\`e}mes journ{\'e}es de la Soci{\'e}t{\'e} Francophone de
Classification},
  pages = 	 {221--227},
  year = 	 1999,
  editor = 	 {F. Le Ber, J.F. Mari, A. Napoli and A. Simon},
  address = 	 {Nancy, France},
  month = 	 {Septembre},
  note =	 {\url{http://apiacoa.org/publications/1999/sfc99.pdf}}
}
@InProceedings{RossiVautrain00PKDD,
  author = 	 {Rossi, Fabrice and Vautrain, Fr\'ed\'erick},
  title = 	 {Expert Constrained Clustering: A Symbolic Approach},
  booktitle = 	 {Principles of Data Mining and Knowledge Discovery},
  pages =	 {605--612},
  year =	 2000,
  editor =	 {Djamel A. Zighed, Jan Komorowski and Jan Zytkow},
  month =	 {September},
  address =      {Lyon},
  note = {\url{http://apiacoa.org/publications/2002/pkdd2000.pdf}}
}

@TechReport{RossiConanGuezFleuret01TechRep,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc and Fleuret, Fran\c{c}ois},
  title = 	 {Functional Multi Layer Perceptrons},
  institution =  {CEREMADE \& INRIA},
  year = 	 2001,
  number =	 0134,
  address =	 {\url{http://www.ceremade.dauphine.fr/}},
  month =	 {december},
  note =       "Available at \url{http://apiacoa.org/publications/2001/Preprint0134.pdf}",
}
@InProceedings{RossiConanFleuretFMLPESSAN2002,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc and Fleuret, Fran\c{c}ois},
  title = 	 {Theoretical Properties of Functional Multilayer Perceptrons},
  booktitle = 	 {Proceedings of ESANN 2002},
  pages = {7--12},
  year =	 2002,
  address = 	 {Bruges, Belgium},
  month =	 {April},
  note = {\url{http://apiacoa.org/publications/2002/esann02.pdf}}
}
@InProceedings{ConanRossiICANN2002,
  author = 	 {Conan-Guez, Brieuc and Rossi, Fabrice},
  title = 	 {Multilayer Perceptrons for Functional Data Analysis: a Projection Based Approach},
  booktitle = 	 {Artificial Neural Networks -- ICANN 2002},
  pages = 	 {667--672},
  year = 	 2002,
  editor = 	 {Jos\'e R. Dorronsoro},
  address = 	 {Madrid},
  month = 	 {August},
  publisher = {Springer},
  note =	 {\url{http://apiacoa.org/publications/2002/icann02.pdf}}
}

@InProceedings{RossiConanIFCS2002,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Multilayer Perceptron on Interval Data},
  booktitle = 	 {Classification, Clustering, and Data Analysis (IFCS 2002)},
  pages =	 {427-434},
  year =	 2002,
  editor =	 {K. Jajuga, A. Sokolowski and H.-H. Bock},
  address =	 {Cracow, Poland},
  month =	 {July},
  publisher =	 {Springer},
  note = {\url{http://apiacoa.org/publications/2002/ifcs02.pdf}}
}
@InProceedings{RossiConanFleuretFMLPWCCI2002,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc and Fleuret, Fran\c{c}ois},
  title = 	 {Functional Data Analysis With Multilayer Perceptrons},
  booktitle = 	 {Proceedings of IJCNN 2002 (WCCI 2002)},
  year =	 2002,
  month =	 {May},
  volume = 3,
  pages = {2843--2848},
  address = 	 {Honolulu, Hawai, USA},
  organization = {IEEE/NNS/INNS},
  note = {\url{http://apiacoa.org/publications/2002/ijcnn02.pdf}}
}
@InProceedings{RossiConanSFC2002,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Mod{\'e}lisation supervis{\'e}e de donn{\'e}es fonctionnelles par perceptron multi-couches},
  booktitle = 	 {Actes des neuvi{\`e}mes journ{\'e}es de la SFC (conf\'erence invit\'ee)},
  pages = 	 {93--100},
  year = 	 2002,
  address = 	 {Toulouse, France},
  month = 	 {Septembre},
  note =	 {\url{http://apiacoa.org/publications/2002/sfc02.pdf}}
}
@InProceedings{ConanRossiSFC2002Parametrique,
  author = 	 {Conan-Guez, Brieuc and Rossi, Fabrice},
  title = 	 {Approche R\'egularis{\'e}e du Traitement de Donn{\'e}es
Fonctionnelles par un Perceptron Multi-Couches},
  booktitle = 	 {Actes des neuvi{\`e}mes journ{\'e}es de la SFC },
  pages = 	 {169--172},
  year = 	 2002,
  address = 	 {Toulouse, France},
  month = 	 {Septembre},
  note =	 {\url{http://apiacoa.org/publications/2002/sfc-proj02.pdf}}
}
@Book{GSL2003,
  author = 	 {Galassi, Mark and Davies, Jim and Theiler, James and Gough, Brian and Jungman, Gerard and Booth, Michael and Rossi, Fabrice},
  title = 	 {GNU Scientific Library Reference Manual},
  publisher = 	 {Network Theory Ltd.},
  year = 	 2003,
  edition = 	 {Second},
  month = 	 {February}
}

@TechReport{RossiConanGuez03PreprintNeuralNetworks,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Functional Multilayer Perceptron: a Nonlinear Tool for Functional Data Analysis},
  institution =  {LISE/CEREMADE},
  year = 	 2003,
  number =	 0331,
  address =	 {\url{http://www.ceremade.dauphine.fr/}},
  month =	 {September},
  note = {Available at \url{http://apiacoa.org/publications/2003/Preprint0331.pdf}}
}
@TechReport{RossiConanGuez03PreprintCRASConsistance,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Estimation consistante des param{\`e}tres d'un mod{\`e}le semi-param{\'e}trique pour des donn{\'e}es fonctionnelles discr{\'e}tis{\'e}es al{\'e}atoirement},
  institution =  {LISE/CEREMADE},
  year = 	 2003,
  number = 	 0334,
  address = 	 {\url{http://www.ceremade.dauphine.fr/}},
  month = 	 {Octobre},
  note =	 {\url{http://apiacoa.org/publications/2003/Preprint0334.pdf}}
}

@TechReport{RossiConanGuez03PreprintRSA,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Un mod{\`e}le semi-param{\'e}trique neuronal pour la r{\'e}gression et la discrimination sur donn{\'e}es fonctionnelles},
  institution =  {LISE/CEREMADE},
  year = 	 2003,
  number = 	 0338,
  address = 	 {\url{http://www.ceremade.dauphine.fr/}},
  month = 	 {Octobre},
  note =	 {\url{http://apiacoa.org/publications/2003/Preprint0338.pdf}}
}
@InProceedings{RossiConanSFDS2003,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Estimation consistante d'un mod\`ele param\'etrique fonctionnel en pr\'esence de discr\'etisation al\'eatoire},
  booktitle =	 {Actes des XXXV\`emes journ\'ees de Statistique de la SFdS},
  pages =	 {819--822},
  year =	 2003,
  address =	 {Lyon, France},
  month =	 {Juin},
  note =	 {\url{http://apiacoa.org/publications/2003/sfds2003.pdf}}
}
@InProceedings{LendasseEtAlChimio2004Selection,
  author = 	 {Lendasse, Amaury and Fran{\c c}ois, Damien and Rossi, Fabrice and Wertz, Vincent and Verleysen, Michel},
  title = 	 {S\'election de variables spectrales par information mutuelle multivari\'ee pour la construction de mod\`eles non-lin\'eaires},
  booktitle = {Actes de la conf\'erence Chimiom\'etrie 2004},
  year = 	 2004,
  address = 	 {Paris, France},
  month = 	 {D\'ecembre},
  pages = {44--47}, 
  note = 	 {\url{http://apiacoa.org/publications/2004/chimiometrie2004.pdf}},
}
@InProceedings{RossiConanESANN2004FMLPMissing,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Functional Preprocessing for Multilayer Perceptrons},
  booktitle =	 {Proceedings of ESANN 2004},
  pages =	 {319--324},
  year = 	 {2004},
  address =	 {Bruges, Belgium},
  month =	 {April},
  note = 	 {\url{http://apiacoa.org/publications/2004/fmlp-esann04.pdf}},
}
@InProceedings{ConanRossiIFCS2004FMLPPhoneme,
  author = 	 {Conan-Guez, Brieuc and Rossi, Fabrice},
  title = 	 {Phoneme Discrimination with Functional Multilayer Perceptron},
  booktitle = {Classification, Clustering, and Data Mining Applications (Proceedings of IFCS 2004)},
  pages = 	 {157--165},
  year = 	 2004,
  editor = 	 {Banks, D. and House, L. and McMorris, F. R. and Arabie, P. and Gaul, W.},
  address = 	 {Chicago, Illinois},
  month = 	 {July},
  organization = {IFCS},
  publisher = {Springer},
  note = 	 {\url{http://apiacoa.org/publications/2004/fmlp-ifcs04.pdf}}
}
@InProceedings{DelannayEtAlESANN2004RbfFunc,
  author = 	 {Delannay, Nicolas and Rossi, Fabrice and Conan-Guez, Brieuc and Verleysen, Michel},
  title = 	 {Functional Radial Basis Function Network},
  booktitle =	 {Proceedings of ESANN 2004},
  pages =	 {313--318},
  year = 	 2004,
  address =	 {Bruges, Belgium},
  month =	 {April},
  note = 	 {\url{http://apiacoa.org/publications/2004/rbf-esann04.pdf}}
}
@InProceedings{ElGolliEtAlSFC2004SomWeb,
  author = 	 {El Golli, A\"{\i}cha and Conan-Guez, Brieuc and Rossi, Fabrice and Tanasa, Doru and Trousse, Brigitte and Lechevallier, Yves},
  title = 	 {Une application des cartes topologiques auto-organisatrices \`a l'analyse des fichiers Logs},
  booktitle = 	 {Actes des onzi{\`e}mes journ{\'e}es de la SFC},
  pages = 	 {181--184},
  year = 	 2004,
  address = 	 {Bordeaux, France},
  month = 	 {Septembre},
  note = 	 {\url{http://apiacoa.org/publications/2004/sfc04.pdf}}
}
@InProceedings{RossiConanGuezElGolliESANN2004SOMFunc,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc and El Golli, A\"{\i}cha },
  title = 	 {Clustering Functional Data with the SOM algorithm},
  booktitle =	 {Proceedings of ESANN 2004},
  pages =	 {305--312},
  year = 	 2004,
  address =	 {Bruges, Belgium},
  month =	 {April},
  note = 	 {\url{http://apiacoa.org/publications/2004/som-esann04.pdf}}
}
@InProceedings{ElGolliConanGuezRossiIFCS2004SomDiss,
  author = 	 {El Golli, A\"{\i}cha and Conan-Guez, Brieuc and Rossi, Fabrice},
  title = 	 {A Self Organizing Map for dissimilarity data},
  booktitle = {Classification, Clustering, and Data Mining Applications (Proceedings of IFCS 2004)},
  pages = 	 {61--68},
  year = 	 2004,
  editor = 	 {Banks, D. and House, L. and McMorris, F. R. and Arabie, P. and Gaul, W.},
  address =	 {Chicago, Illinois},
  month = 	 {July},
  organization = {IFCS},
  publisher = {Springer},
  note = 	 {\url{http://apiacoa.org/publications/2004/som-ifcs04.pdf}}
}
@Article{ElGolliConanGuezRossi04JSDA,
  author = 	 {El Golli, A\"{\i}cha and Conan-Guez, Brieuc and Rossi, Fabrice},
  title = 	 {Self Organizing Map and Symbolic Data},
  journal = 	 {Journal of Symbolic Data Analysis},
  year = 	 2004,
  volume = 	 2,
  number = 	 1,
  month = 	 {November},
  note = 	 {\url{http://apiacoa.org/publications/2004/som-jsda04.pdf}}
}
@InProceedings{RossiEtAlChimio2005,
  author = 	 {Rossi, Fabrice and François, Damien and  Wertz, Vincent and Verleysen, Michel},
  title = 	 {Sélection de groupes de variables spectrales par information mutuelle grâce à une représentation spline},
  booktitle = {Actes de la conférence Chimiométrie 2005},
  pages = 	 {52--55},
  year = 	 2005,
  address = 	 {Villeneuve d'Ascq, France},
  month = 	 {November--December}
}
@InProceedings{RossiEtAlEGC2005,
  author = 	 {Rossi, Fabrice and Lechevallier, Yves and El Golli, A{\"\i}cha},
  title = 	 {Visualisation de la perception d'un site web par ses utilisateurs},
  booktitle = {Actes des 5ème journées Extraction et Gestion des
Connaissances (EGC 2005), Revue des Nouvelles Technologies de
l'Information (RNTI-E-3)},
  pages = 	 {563--574},
  year = 	 2005,
  editor = 	 {Pinzon, S. and Vincent, N.},
  volume = 	 {II},
  address = 	 {Paris, France},
  month = 	 {January},
  publisher = {C{\'e}padu{\`e}s-{\'E}ditions},
  file = 	 {\url{http://apiacoa.org/publications/2005/egc05.pdf}}
}
@InProceedings{ConanGuezEtAlWSOM2005,
  author = 	 {Conan-Guez, Brieuc and Rossi, Fabrice and El Golli, A\"{\i}cha},
  title = 	 {A Fast Algorithm for the Self-Organizing Map on Dissimilarity Data},
  booktitle = {Proceedings of the 5th Workshop on Self-Organizing Maps (WSOM 05)},
  pages = 	 {561--568},
  year = 	 2005,
  address = 	 {Paris (France)},
  month = 	 {September},
  file = 	 {\url{http://apiacoa.org/publications/2005/fast-dsom-wsom05.pdf}}
}

@Article{RossiConanGuez05CRASConsistance,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Estimation consistante des param{\`e}tres d'un mod{\`e}le non lin{\'e}aire pour des donn{\'e}es fonctionnelles discr{\'e}tis{\'e}es al{\'e}atoirement},
  journal = 	 {Comptes rendus de l'Acad\'emie des Sciences - S{\'e}rie I},
  year = 	 2005,
  volume = 	 340,
  number = 	 2,
  pages = 	 {167--170},
  month = 	 {January}
}
@Article{RossiConanGuez05NeuralNetworks,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Functional Multi-Layer Perceptron: a Nonlinear Tool for 
Functional Data Analysis},
  journal = 	 {Neural Networks},
  year = 	 2005,
  volume = 	 18,
  number = 	 1,
  pages = 	 {45--60},
  month = 	 {January}
}
@Article{RossiEtAl05Neurocomputing,
  author = 	 {Rossi, Fabrice and Delannay, Nicolas and Conan-Guez, Brieuc and Verleysen, Michel},
  title = 	 {Representation of Functional Data in Neural Networks},
  journal =  {Neurocomputing},
  year = 	 2005,
  month = 	 {March},
  volume = 	 {64},
  pages = 	 {183--210}
}
@Article{RossiConanGuez05RSA,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Un mod{\`e}le neuronal pour la r{\'e}gression et la discrimination sur donn{\'e}es fonctionnelles},
  journal =  {Revue de Statistique Appliqu\'ee},
  year = 	 2005,
  volume = 	 {LIII},
  number = 	 4,
  pages = 	 {5--30}
}

@InProceedings{RossiVillaASMDA2005SVM,
  author = 	 {Rossi, Fabrice and Villa, Nathalie},
  title = 	 {Classification in Hilbert Spaces with Support Vector Machines},
  booktitle = {Proceedings of the XIth International Symposium on Applied Stochastic Models and Data Analysis (ASMDA 2005)},
  year = 	 2005,
  address = 	 {Brest, France},
  month = 	 {May},
  note = 	 {\url{http://apiacoa.org/publications/2005/svm-asmda05.pdf}}
}

@InProceedings{VillaRossiESANN2005SVM,
  author = 	 {Villa, Nathalie and Rossi, Fabrice},
  title = 	 {Support Vector Machine For Functional Data Classification},
  booktitle = {Proceedings of XIIIth European Symposium on Artificial Neural Networks (ESANN 2005)},
  pages = 	 {467--472},
  year = 	 2005,
  address = 	 {Bruges, Belgium},
  month = 	 {April},
  note = 	 {\url{http://apiacoa.org/publications/2005/svm-esann05.pdf}}
}
@InProceedings{RossiEtAlESANN2005WUMSOM,
  author = 	 {Rossi, Fabrice and El Golli, A\"{\i}cha and Lechevallier, Yves},
  title = 	 {Usage Guided Clustering of Web Pages with the Median Self Organizing Map},
  booktitle = {Proceedings of XIIIth European Symposium on Artificial Neural Networks (ESANN 2005)},
  pages = 	 {351--356},
  year = 	 2005,
  address = 	 {Bruges, Belgium},
  month = 	 {April},
  note = 	 {\url{http://apiacoa.org/publications/2005/wum-esann05.pdf}
}
@Article{ElGolliEtAl06DSOM,
  author = 	 {El Golli, A\"{\i}cha and Rossi, Fabrice and Conan-Guez, Brieuc and Lechevallier, Yves},
  title = 	 {Une adaptation des cartes auto-organisatrices pour des donn{\'e}es d{\'e}crites par un tableau de dissimilarit{\'e}s},
  journal = 	 {Revue de Statistique Appliqu{\'e}e},
  year = 	 2006,
  volume = 	 {LIV},
  number = 	 3,
  pages = 	 {33--64}
}
@InProceedings{RossiEtAlEGC2006,
  author = 	 {Rossi, Fabrice and De Carvalho, Francisco and Lechevallier, Yves and Da Silva, Alzennyr},
  title = 	 {Comparaison de dissimilarités pour l'analyse de l'usage d'un site web},
  booktitle = {Actes des 6ème journées Extraction et Gestion des
Connaissances (EGC 2006), Revue des Nouvelles Technologies de
l'Information (RNTI-E-6)},
  pages = 	 {409--414},
  year = 	 2006,
  editor = 	 {Ritschard, Gilbert and Djeraba, Chabane},
  volume = 	 {II},
  address = 	 {Villeneuve d'Ascq, France},
  month = 	 {January}
}
@Article{ConanGuezEtAl06FastDSOM,
  author = 	 {Conan-Guez, Brieuc and Rossi, Fabrice and El Golli, A\"{\i}cha},
  title = 	 {Fast Algorithm and Implementation of Dissimilarity Self-Organizing Maps},
  journal = 	 {Neural Networks},
  year = 	 2006,
  volume = 	 19,
  number = 	 {6--7},
  pages = 	 {855--863},
  month = 	 {July--August},
  doi = 	 {\url{http://dx.doi.org/10.1016/j.neunet.2006.05.002}}
}

@InProceedings{ConanGuezEtAl06FastDSOMSFC,
  author = 	 {Conan-Guez, Brieuc and Rossi, Fabrice and El Golli, A\"{\i}cha},
  title = 	 {Un algorithme efficace pour les cartes auto-organisatrices de Kohonen appliquées aux tableaux de dissimilarités},
  booktitle = {Actes des treizi{\`e}mes rencontres de la Soci{\'e}t{\'e} Francophone de Classification},
  pages = 	 {73--76},
  year = 	 2006,
  editor = 	 {Nadif, Mohamed and Jollois, Fran\c{c}ois-Xavier},
  address = 	 {Metz, France},
  month = 	 {September}
}

@InProceedings{KarnaEtAlESANN2006Func,
  author = 	 {K{\"a}rn{\"a}, Tuomas and Rossi, Fabrice and Lendasse, Amaury},
  title = 	 {LS-SVM functional network for time series prediction},
  crossref =	 {ESANN:2006},
  booktitle = {Proceedings of XIVth European Symposium on Artificial Neural Networks (ESANN 2006)},
  pages = 	 {473--478},
  year = 	 2006,
  address = 	 {Bruges (Belgium)},
  month = 	 {April}
}
@Article{RossiConanGuez06ProjectionNPL,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Theoretical Properties of Projection Based Multilayer Perceptrons with Functional Inputs},
  journal = 	 {Neural Processing Letters},
  year = 	 2006,
  volume =	 23,
  number =	 1,
  pages =	 {55--70},
  month =	 {February},
  url = {http://dx.doi.org/10.1007/s11063-005-3100-2}
}
@Article{RossiEtAl06Chemometrics,
  author = 	 {Rossi, Fabrice and Lendasse, Amaury and Fran\c{c}ois, Damien and Wertz, Vincent and Verleysen, Michel},
  title = 	 {Mutual information for the selection of relevant variables in spectrometric nonlinear modelling},
  journal = 	 {Chemometrics and Intelligent Laboratory Systems},
  year = 	 2006,
  volume = 	 80,
  number = 	 2,
  pages = 	 {215--226},
  month = 	 {February},
  url = 	 {http://dx.doi.org/10.1016/j.chemolab.2005.06.010},
}
@InProceedings{RossiEtAl2006ICANN,
  author = 	 {Rossi, Fabrice and Fran{\c c}ois, Damien and  Wertz, Vincent and Verleysen, Michel},
  title = 	 {A functional approach to variable selection in spectrometric
  problems},
  booktitle =	 {Artificial Neural Networks (Proceednigs of the 16th International Conference on Artificial Neural Networks, ICANN 2006)},
  pages =	 {11--20},
  year =	 2006,
  editor =	 {Kollias, Stefanos and Stafylopatis, Andreas and Duch, Wodzisaw and Oja, Erkki},
  volume =	 4131,
  series =	 {Lecture Notes in Computer Science},
  address =	 {Athens, Greece},
  month =	 {September},
  publisher =	 {Springer}
}

@Article{SteilEtAl2006Editorial,
  author = 	 {Steil, Jochen J. and Cawley, Gavin C. and Rossi, Fabrice},
  title = 	 {New Issues in Neurocomputing},
  journal = 	 {Neurocomputing},
  year = 	 2006,
  volume = 	 69,
  number = 	 {7--9}},
  pages = 	 {625--626},
  month = 	 {March},
  url = 	 {http://dx.doi.org/10.1016/j.neucom.2005.12.001},
}

@Article{RossiVilla06SVMNeurocomputing,
  author = 	 {Rossi, Fabrice and Villa, Nathalie},
  title = 	 {Support Vector Machine For Functional Data Classification},
  journal =  {Neurocomputing},
  year = 	 2006,
  volume = 69,
  number = 	 {7--9},
  pages = {730--742},
  month = 	 {March},
  url = 	 {http://dx.doi.org/10.1016/j.neucom.2005.12.010}
}
@Article{VillaRossi2006SVMFuncSplineCRAS,
  author = 	 {Villa, Nathalie and Rossi, Fabrice},
  title = 	 {Un r\'esultat de consistance pour des SVM fonctionnels par interpolation spline},
  journal = 	 {Comptes Rendus de l'Académie des Sciences - Série I},
  year = 	 {2006},
  volume = 	 {343},
  number = 	 {8},
  pages = 	 {555--560},
  month = 	 {Octobre},
  url = 	 {\url{http://dx.doi.org/10.1016/j.crma.2006.09.025}},
}

@InProceedings{VillaRossi2006SVMFuncSplineFDS,
  author = 	 {Villa, Nathalie and Rossi, Fabrice},
  title = 	 {SVM fonctionnels par interpolation spline},
  booktitle = {Actes des 38i{\`e}mes Journ{\'e}es de Statistique de la SFDS},
  year = 	 2006,
  address = 	 {Clamart, France},
  month = 	 {May/June}
}
@InProceedings{Rossi2006CollnetVisualization,
  author = 	 {Rossi, Fabrice},
  title = 	 {Visualization Methods for Metric Studies},
  booktitle = {Proceedings of the International Workshop on Webometrics, Informetrics and Scientometrics},
  pages = 	 {356--366},
  year = 	 2006,
  address = 	 {Nancy, France},
  month = 	 {May},
  url ={http://eprints.rclis.org/archive/00006047/}
}
@InProceedings{RossiESANN2006Visualization,
  author = 	 {Rossi, Fabrice},
  title = 	 {Visual Data Mining and Machine Learning},
  crossref =	 {ESANN:2006},
  booktitle = {Proceedings of XIVth European Symposium on Artificial Neural Networks (ESANN 2006)},
  pages = 	 {251--264},
  year = 	 2006,
  address = 	 {Bruges (Belgium)},
  month = 	 {April}
}
@InProceedings{RossiEtAl2006IFCS,
  author = 	 {Rossi, Fabrice and De Carvalho, Francisco and Lechevallier, Yves and Da Silva, Alzennyr},
  title = 	 {Dissimilarities for Web Usage Mining},
  booktitle = {Data Science and Classification (Proceedings of IFCS 2006)},
  pages = 	 {39--46},
  year = 	 2006,
  editor = 	 {Batagelj, Vladimir and Bock, Hans-Hermann and Ferligoj, Anu\v{s}ka and \v{Z}iberna, Ale\v{s}},
  series = 	 {Studies in Classification, Data Analysis, and Knowledge Organization},
  address = 	 {Ljubljana, Slovenia},
  month = 	 {July},
  publisher = {Springer},
  doi = {http://dx.doi.org/10.1007/3-540-34416-0_5}
}
@InProceedings{ConanGuezRossiIWANN2007,
  author = 	 {Conan-Guez, Brieuc and Rossi, Fabrice},
  title = 	 {Speeding Up the Dissimilarity Self-Organizing Maps by Branch and Bound},
  booktitle = {Proceedings of 9th International Work-Conference on Artificial Neural Networks (IWANN 2007)},
  pages = 	 {203--210},
  year = 	 2007,
  editor = 	 {Sandoval, F.and Prieto, A. and Cabestany, J. and Gra{\~n}a, M.},
  number = 	 4507,
  series = 	 {Lecture Notes in Computer Science},
  address = 	 {San Sebasti{\'a}n (Spain)},
  month = 	 {June}
}
@InProceedings{FrancoisEtAl2007Chimiometrie,
  author = 	 {Fran\c{c}ois, Damien and Krier, Catherine and Rossi, Fabrice and Verleysen, Michel},
  title = 	 {Estimation de redondance conditionnelle par plus proches voisins, application au clustering de variables spectrales},
  booktitle = {Actes de la conférence Chimiométrie 2007},
  pages = 	 {43--46},
  year = 	 2007,
  address = 	 {Lyon, France},
  month = 	 {November}}

@InProceedings{Rossi2007EsannDSOMCollision,
  author = 	 {Rossi, Fabrice},
  title = 	 {Model collisions in the dissimilarity {SOM}},
  booktitle = {Proceedings of XVth European Symposium on Artificial Neural Networks (ESANN 2007)},
  pages = 	 {25--30},
  year = 	 2007,
  address = 	 {Bruges (Belgium)},
  month = 	 {April}
}

@InProceedings{Da_Silva-et-al:ISI2007,
      AUTHOR = {Da Silva, Alzennyr and Lechevallier, Yves and Rossi, Fabrice and De Carvalho, Francisco},
      TITLE = {Clustering Strategies for Detecting Changes on Web Usage Data},
      YEAR = {2007},
      MONTH = {22-29 August},
      BOOKTITLE = {56th Session of the International Statistical Institute (ISI 2007)},
      ADDRESS = {Lisbon, Portugal},
      EDITOR = {Gomes, Ivete and Pestana, Dinis and Silva, Pedro}, 
      KEYWORDS = {Clustering, Evolving data, Web Usage Mining}
}
@InProceedings{KrierEtAl2007ESANNClust,
  author = 	 {Krier, Catherine and Rossi, Fabrice and François, Damien and Verleysen, Michel},
  title = 	 {Feature clustering and mutual information for the selection of variables in spectral data},
  booktitle = {Proceedings of XVth European Symposium on Artificial Neural Networks (ESANN 2007)},
  pages = 	 {157--162},
  year = 	 2007,
  address = 	 {Bruges (Belgium)},
  month = 	 {April}
}@Article{RossiEtAl07CilsBspline,
  author = 	 {Rossi, Fabrice and Fran{\c c}ois, Damien and  Wertz, Vincent and Verleysen, Michel},
  title = 	 {Fast Selection of Spectral Variables with B-Spline Compression},
  journal =  {Chemometrics and Intelligent Laboratory Systems},
  year = 	 2007,
  volume = 	 86,
  number = 	 2,
  pages = 	 {208--218},
  month = 	 {April},
  doi = 	 {\url{http://dx.doi.org/10.1016/j.chemolab.2006.06.007}}
}
@InProceedings{Da_Silva-et-al:JDS2007,
      AUTHOR = {Da Silva, Alzennyr and Lechevallier, Yves and Rossi, Fabrice and De Carvalho, Francisco},
      TITLE = {Groupement de donn{\'e}es {\'e}volutives dans la fouille d'usage du Web},
      YEAR = {2007},
      MONTH = {June},
      BOOKTITLE = {39{\`e}mes Journ{\'e}es de Statistique de la SFdS},
      ADDRESS = {Angers, France},
      KEYWORDS = {Clustering, Evolving data, Web Usage Mining}
}
@InProceedings{VillaRossiKSOMWSOM2007,
  author = 	 {Villa, Nathalie and Rossi, Fabrice},
  title = 	 {A comparison between dissimilarity SOM and kernel SOM for clustering the vertices of a graph},
  booktitle = {Proceedings of the 6th International Workshop on Self-Organizing Maps (WSOM 07) },
  year = 	 2007,
  address = 	 {Bielefeld (Germany)},
  month = 	 {September},
  note = 	 {ISBN: 978-3-00-022473-7}}
@Article{BiehlEtal2007Editorial,
  author = 	 {Biehl, Michael and Mer{\'e}nyi, Erzs{\'e}bet and Rossi, Fabrice},
  title = 	 {Advances in computational intelligence and learning},
  journal = 	 {Neurocomputing},
  year = 	 2007,
  volume = 	 70,
  number = 	 {7--9},
  pages = 	 {1117--1119},
  month = 	 {March},
  doi = 	 {\url{http://dx.doi.org/10.1016/j.neucom.2006.12.001}}
}

@InProceedings{HammerEtAlRelationalWSOM2007,
  author = 	 {Hammer, Barbara and Hasenfuss, Alexander and Rossi, Fabrice and Strickert, Marc},
  title = 	 {Topographic Processing of Relational Data},
  booktitle = {Proceedings of the 6th International Workshop on Self-Organizing Maps (WSOM 07) },
  year = 	 2007,
  address = 	 {Bielefeld (Germany)},
  month = 	 {September},
  note = 	 {ISBN: 978-3-00-022473-7}}
@Article{FrancoisEtAlPermutationTestNeurocomputing2007,
  author = 	 {Fran\c{c}ois, Damien and Rossi, Fabrice and Wertz, Vincent and Verleysen, Michel},
  title = 	 {Resampling methods for parameter-free and robust feature selection with mutual information},
  journal = 	 {Neurocomputing},
  year = 	 2007,
  volume = 	 70,
  number = 	 {7--9},
  pages = 	 {1276--1288},
  month = 	 {March},
  doi = 	 {\url{http://dx.doi.org/10.1016/j.neucom.2006.11.019}}
}


@InProceedings{RossiEtAlFastRelationalWSOM2007,
  author = 	 {Rossi, Fabrice and Hasenfuss, Alexander and Hammer, Barbara },
  title = 	 {Accelerating Relational Clustering Algorithms With Sparse Prototype Representation},
  booktitle = {Proceedings of the 6th International Workshop on Self-Organizing Maps (WSOM 07) },
  year = 	 2007,
  address = 	 {Bielefeld (Germany)},
  month = 	 {September},
  note = 	 {ISBN: 978-3-00-022473-7}}
@InProceedings{Da_Silva-et-al:ISDA2007a,
      AUTHOR = {Da Silva, Alzennyr and Lechevallier, Yves and Rossi, Fabrice and De Carvalho, Francisco},
      TITLE = {Construction and Analysis of Evolving Data Summaries: an Application on Web Usage Data},
      YEAR = {2007},
      MONTH = {22-24 October},
      BOOKTITLE = {Seventh International Conference on Intelligent Systems Design and Applications (ISDA 2007)},
      PAGES = {377-380},
      EDITOR = {Mourelle, Luiza and Nedjah, Nadia and Kacprzyk, Janusz},
      ADDRESS = {Rio de Janeiro, Brazil},
      PUBLISHER = {IEEE Computer Society},
      DOI = {10.1109/ISDA.2007.51},
}

@InProceedings{Da_Silva_et-al:afd:EGC2007,
      AUTHOR = {Da Silva, Alzennyr and Lechevallier, Yves and Rossi, Fabrice and De Carvalho, Francisco},
      TITLE = {Classifications non supervis{\'e}es de donn{\'e}es {\'e}volutives : application au Web Usage Mining},
      YEAR = {2007},
      MONTH = {January},
      BOOKTITLE = {Atelier 4 : Flux de donn{\'e}es, 7{\`e}me journ{\'e}es Extraction et Gestion des Connaissances (EGC 2007)},
      PAGES = {31--40},
      ADDRESS = {Namur, Belgique},
} 
@InProceedings{DaSilvaEtal2007EGC,
  author = 	 {Da Silva, Alzennyr  and Lechevallier, Yves and Rossi, Fabrice and De Carvalho, Francisco},
  title = 	 {Construction et analyse de r{\'e}sum{\'e}s de donn{\'e}es {\'e}volutives : application aux donn{\'e}es d'usage du Web},
  booktitle = {Actes des 7{\`e}me journ{\'e}es Extraction et Gestion des
Connaissances (EGC 2007)},
  pages = 	 {539--544},
  year = 	 2007,
  volume = 	 {II},
  address = 	 {Namur (Belgique)},
  month = 	 {Janvier}}

@InProceedings{FrancoisEtAl2008Agrostat,
  author = 	 {Fran\c{c}ois, Damien and Krier, Catherine and Rossi, Fabrice and Verleysen, Michel},
  title = 	 {Estimation de redondance pour le clustering de variables spectrale},
  booktitle = {Actes des 10èmes journées Européennes Agro-industrie et Méthodes statistiques (Agrostat 2008)},
  pages = 	 {55--61},
  year = 	 2008,
  address = 	 {Louvain-la-Neuve, Belgique},
  month = 	 {January}}

@Article{BouletEtAl2008Neurocomputing,
  author = 	 {Boulet, Romain and Jouve, Bertrand and Rossi, Fabrice and Villa, Nathalie},
  title = 	 {Batch kernel SOM and related Laplacian methods for social network analysis},
  journal = 	 {Neurocomputing},
  year = 	 2008,
  volume = 	 {71},
  number = 	 {7--9},
  pages = 	 {1257--1273},
  month = 	 {March},
}

@InProceedings{RossiVilla2008ESANN,
  author = 	 {Rossi, Fabrice and Villa, Nathalie},
  title = 	 {Consistency of Derivative Based Functional Classifiers on Sampled Data},
  booktitle = {Proceedings of XVIth European Symposium on Artificial Neural Networks (ESANN 2008)},
  pages = 	 {445--450},
  year = 	 2008,
  address = 	 {Bruges, Belgium},
  month = 	 {April}}

@Article{ConanGuezRossiFastDSOMBB2008RNTI,
  author = 	 {Conan-Guez, Brieuc and Rossi, Fabrice},
  title = 	 {Acc{\'e}l{\'e}ration des cartes auto-organisatrices sur tableau de dissimilarit{\'e}s par s{\'e}paration et {\'e}valuation},
  journal = 	 {Revue des Nouvelles Technologies de l'Information},
  year = 	 2008,
  pages = 	 {1--16},
  month = 	 {June},
  note = 	 {RNTI-C-2 Classification : points de vue crois{\'e}s. R\'edacteurs invit{\'e}s : Mohamed Nadif et Fran{\c c}ois-Xavier Jollois},
}

@Article{KrierEtAl2008CILSFDProj,
  author = 	 {Krier, Catherine and Rossi, Fabrice and François, Damien and Verleysen, Michel},
  title = 	 {A data-driven functional projection approach for the selection of feature ranges in spectra with ICA or cluster analysis},
  journal = 	 {Chemometrics and Intelligent Laboratory Systems},
  year = 	 2008,
  volume = 	 {91},
  number = 	 {1},
  pages = 	 {43--53},
  month = 	 {March},
}

@Article{RossiEtal2008Editorial,
  author = 	 {Rossi, Fabrice and Biehl, Michael and Angulo, Cecilio},
  title = 	 {Progress in modeling, theory, and application of computational intelligence},
  journal = 	 {Neurocomputing},
  year = 	 2008,
  volume = 	 71,
  number = 	 {7--9},
  pages = 	 {1117--1119},
  month = 	 {March},
}

@InProceedings{HasenfussEtAlPatchRNGANNPR2008,
  author = 	 {Hasenfuss, Alexander and Hammer, Barbara and Rossi, Fabrice},
  title = 	 {Patch Relational Neural Gas - Clustering of Huge Dissimilarity Datasets},
  booktitle = {Proceedings of the Third IAPR Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR 2008)},
  pages = 	 {1--12},
  year = 	 2008,
  editor = 	 {Prevost, Lionel and Marinai, Simone and Schwenker, Friedhelm},
  volume = 	 5064,
  series = 	 {Lecture Notes in Artificial Intelligence},
  address = 	 {Paris, France},
  month = 	 {July},
  publisher = {Springer}}

@InCollection{RossiConanGuez2008ASSO,
  author = 	 {Rossi, Fabrice and Conan-Guez, Brieuc},
  title = 	 {Multi-Layer Perceptron and Symbolic Data},
  booktitle = 	 {Symbolic Data Analysis and the SODAS Software},
  pages = 	 {373--391},
  publisher = {Wiley},
  year = 	 2008,
  editor = 	 {Diday, Edwin and Noirhomme-Fraiture, Monique},
  chapter = 	 20,
  month = 	 {January}}