2013

Conférence Nationale avec comité de lecture

• [ONB13

  @inproceedings {
  	ONB13,
  	title	=	"{Soft Subpace clustering pour données multiblocs basée sur les cartes topologiques auto-organisées SOM : 2S-SOM}",
  	author	=	" M. Ouattara and N. Niang Keita and F. Badran and C. Mandin ",
  	booktitle	=	"{SFDS 2013}",
  	year	=	2013,
  	month	=	"May",
  	pages	=	"xx",
  	address	=	"Toulouse, ",
  }

  ] M. Ouattara , N. Niang Keita , F. Badran , C. Mandin - Soft Subpace clustering pour données multiblocs basée sur les cartes topologiques auto-organisées SOM : 2S-SOM, SFDS 2013, May 2013, pp.xx, Toulouse,

2012

Conférence Internationale avec comité de lecture

• [NBF12

  @inproceedings {
  	NBF12,
  	title	=	"{YAO: A Generator of Parallel Code for Variational Data Assimilation Applications}",
  	author	=	" L. Nardi and F. Badran and P. Fortin and S. Thiria ",
  	booktitle	=	"{ 2012 IEEE 14th Int'l Conf. on High Performance Computing and Communication (HPCC)}",
  	year	=	2012,
  	month	=	"June",
  	pages	=	"224-232",
  }

  ] L. Nardi , F. Badran , P. Fortin , S. Thiria - YAO: A Generator of Parallel Code for Variational Data Assimilation Applications, 2012 IEEE 14th Int'l Conf. on High Performance Computing and Communication (HPCC), June 2012, pp.224-232,

Atelier, Poster ou Démonstration dans une Conférence Nationale

• [NOB12

  @inproceedings {
  	NOB12,
  	title	=	"{Weighted Hierarchical Mixed Topological Map: une méthode de classification hiérarchique à deux niveaux}",
  	author	=	" N. Niang Keita and M. Ouattara and F. Badran and S. Thiria and C. Mandin ",
  	booktitle	=	"{EGC '2012}",
  	year	=	2012,
  	month	=	"January",
  	pages	=	"xx",
  }

  ] N. Niang Keita , M. Ouattara , F. Badran , S. Thiria , C. Mandin - Weighted Hierarchical Mixed Topological Map: une méthode de classification hiérarchique à deux niveaux, EGC '2012, January 2012, pp.xx,

2011

Revue Internationale avec comité de lecture

• [KMT11

  @article {
  	KMT11,
  	title	=	"{Improving the parameters of a global ocean biogeochemical model via variational assimilation of in situ data at five time series stations }",
  	author	=	"A. KANE and C. Moulin and S. Thiria and L. Bopp and M. Berrada and A. Tagliabue and M. Crépon and O. Aumont and F. Badran",
  	journal	=	"JOURNAL OF GEOPHYSICAL RESEARCH",
  	year	=	2011,
  	volume	=	116,
  	number	=	C06011,
  	pages	=	"14",
  	doi	=	"10.1029/2009JC006005 ",
  }

  ] A. KANE , C. Moulin , S. Thiria , L. Bopp , M. Berrada , A. Tagliabue , M. Crépon , O. Aumont , F. Badran - Improving the parameters of a global ocean biogeochemical model via variational assimilation of in situ data at five time series stations , JOURNAL OF GEOPHYSICAL RESEARCH, vol. 116(C06011), pp. 14, 2011, (doi:10.1029/2009JC006005 )

Conférence Internationale avec comité de lecture

• [CBM11

  @inproceedings {
  	CBM11,
  	title	=	"{method for the retrieval of ocean vertical profiles using self-organizing maps and hidden Markov models - Application on Ocean Colour Satellite Image Inversion}",
  	author	=	" A. Charantonis and J. Brajard and C. Moulin and F. Badran and S. Thiria ",
  	booktitle	=	"{International Conference on Neural Computation Theory and Applications}",
  	year	=	2011,
  	month	=	"October",
  	pages	=	"316-321",
  }

  ] A. Charantonis , J. Brajard , C. Moulin , F. Badran , S. Thiria - method for the retrieval of ocean vertical profiles using self-organizing maps and hidden Markov models - Application on Ocean Colour Satellite Image Inversion, International Conference on Neural Computation Theory and Applications, October 2011, pp.316-321,

2010

Revue Internationale avec comité de lecture

• [BBC10

  @article {
  	BBC10,
  	title	=	"{A global optimization method using a random walk on a topological map and local variational inversions}",
  	author	=	"M. Berrada and F. Badran and M. Crépon and S. Thiria",
  	journal	=	"Inverse Problems",
  	year	=	2010,
  	volume	=	26,
  	number	=	125011,
  	pages	=	"17",
  	doi	=	"10.1088/0266-5611/26/12/125011",
  }

  ] M. Berrada , F. Badran , M. Crépon , S. Thiria - A global optimization method using a random walk on a topological map and local variational inversions, Inverse Problems, vol. 26(125011), pp. 17, 2010, (doi:10.1088/0266-5611/26/12/125011)

2009

Revue Internationale avec comité de lecture

• [BBC09

  @article {
  	BBC09,
  	title	=	"{A robust probabilistic approach for variational inversion in shallow water acoustic tomography}",
  	author	=	"M. Berrada and F. Badran and M. Crepon and J. Hermand and S. Thiria",
  	journal	=	"Inverse Problems",
  	year	=	2009,
  	volume	=	25,
  	number	=	11,
  	pages	=	"&&",
  	note	=	"{http://iopscience.iop.org/0266-5611/25/11/115016/pdf/0266-5611_25_11_115016.pdf}",
  	doi	=	"doi:10.1088/0266-5611/25/11/115016",
  }

  ] M. Berrada , F. Badran , M. Crepon , J. Hermand , S. Thiria - A robust probabilistic approach for variational inversion in shallow water acoustic tomography, Inverse Problems, vol. 25(11), pp. &&, 2009, (doi:doi:10.1088/0266-5611/25/11/115016)

Conférence Internationale avec comité de lecture

• [NSB09

  @inproceedings {
  	NSB09,
  	title	=	"{YAO: A Software for Variational Data Assimilation Using Numerical Models}",
  	author	=	" L. Nardi and C. Sorror and F. Badran and S. Thiria ",
  	booktitle	=	"{International Conference on Computational Science and its Applications, ICCSA 2009, Seul, South Korea}",
  	year	=	2009,
  	month	=	"June",
  	series	=	"LNCS 5593",
  	pages	=	"Part II, 621-636",
  }

  ] L. Nardi , C. Sorror , F. Badran , S. Thiria - YAO: A Software for Variational Data Assimilation Using Numerical Models, International Conference on Computational Science and its Applications, ICCSA 2009, Seul, South Korea, June 2009, pp.Part II, 621-636, Series LNCS 5593,

Conférences Internationales sans actes

• [NBT09

  @conference {
  	NBT09,
  	title	=	"{YAO: toward an efficient data assimilation environment}",
  	author	=	" L. Nardi and F. Badran and S. Thiria ",
  	year	=	2009,
  	note	=	"{note}",
  }

  ] L. Nardi , F. Badran , S. Thiria - YAO: toward an efficient data assimilation environment, Ninth European Workshop on Automatic Differentiation - Sophia Antipolis, France,

2008

Revue Internationale avec comité de lecture

• [BBB08

  @article {
  	BBB08,
  	title	=	"{Inversion of satellite ocean colour imagery and geoacoustic characterization of seabed properties : Variational data inversion using a semi-automatic adjoint approach}",
  	author	=	"F. Badran and M. Berrada and J. Brajard and M. Crepon and C. Sorror and S. Thiria and J. Hermand and M. MEYER and L Perichon and M. Asch",
  	journal	=	"Int. J. of Marine Systems",
  	year	=	2008,
  	volume	=	69,
  	pages	=	"126-136",
  }

  ] F. Badran , M. Berrada , J. Brajard , M. Crepon , C. Sorror , S. Thiria , J. Hermand , M. MEYER , L Perichon , M. Asch - Inversion of satellite ocean colour imagery and geoacoustic characterization of seabed properties : Variational data inversion using a semi-automatic adjoint approach, Int. J. of Marine Systems, vol. 69, pp. 126-136, 2008
• [GRT08

  @article {
  	GRT08,
  	title	=	"{Recognition of diffraction-grating profile using a neural network classifier in optical scatterometry}",
  	author	=	"I. Gereige and S. Robert and S. Thiria and F. Badran and G. Granet and J. Rousseau",
  	journal	=	"J. of the Optical Society of America. A",
  	year	=	2008,
  	volume	=	25,
  	number	=	7,
  	pages	=	"1661-1667",
  	note	=	"{http://www.opticsinfobase.org/DirectPDFAccess/99877C1A-BDB9-137E-CDE2E8CC525F1C6A_164892.pdf?da=1&id=164892&seq=0}",
  }

  ] I. Gereige , S. Robert , S. Thiria , F. Badran , G. Granet , J. Rousseau - Recognition of diffraction-grating profile using a neural network classifier in optical scatterometry, J. of the Optical Society of America. A, vol. 25(7), pp. 1661-1667, 2008

Atelier, Poster ou Démonstration dans une Conférence Internationale

• [BBT08

  @inproceedings {
  	BBT08,
  	title	=	"{Probabilistic PCA and Ocean Acoustic Tomography inversion with an adjoint method}",
  	author	=	" M. Berrada and F. Badran and S. Thiria ",
  	booktitle	=	"{Acoustics'08, ASA EAA SFA}",
  	year	=	2008,
  	month	=	"January",
  	pages	=	"xx",
  	note	=	"{Paris, June 29- July 4}",
  }

  ] M. Berrada , F. Badran , S. Thiria - Probabilistic PCA and Ocean Acoustic Tomography inversion with an adjoint method, Acoustics'08, ASA EAA SFA, January 2008, pp.xx,

2006

Revue Internationale avec comité de lecture

• [NBM06

  @article {
  	NBM06,
  	title	=	"{Decoding aerosol typology and optical thickness over the Mediterranean from SeaWifs images using neural methodology}",
  	author	=	"A. Niang and F. Badran and C. Moulin and M. Crepon and S. Thiria",
  	journal	=	"Remote Sensing of Environment",
  	year	=	2006,
  	volume	=	100,
  	pages	=	"82-94",
  }

  ] A. Niang , F. Badran , C. Moulin , M. Crepon , S. Thiria - Decoding aerosol typology and optical thickness over the Mediterranean from SeaWifs images using neural methodology, Remote Sensing of Environment, vol. 100, pp. 82-94, 2006

Chapitres de Livre

• [BLT06

  @inbook {
  	BLT06,
  	title	=	"{}",
  	chapter	=	"{Perceptron Multicouche}",
  	author	=	"F. Badran and M. Lebbah and S. Thiria",
  	year	=	2006,
  }

  ] F. Badran , M. Lebbah , S. Thiria - Perceptron Multicouche, January 2006,

2005

Revue Internationale avec comité de lecture

• [RMT05

  @article {
  	RMT05,
  	title	=	"{Estimation of local error by a neural model in an inverse scattering problem}",
  	author	=	"S. Robert and A. Mure-Ravaud and S. Thiria and F. Badran",
  	journal	=	"The European Physical Int. J. - Applied",
  	year	=	2005,
  	volume	=	31,
  	number	=	1,
  	pages	=	"71-76",
  }

  ] S. Robert , A. Mure-Ravaud , S. Thiria , F. Badran - Estimation of local error by a neural model in an inverse scattering problem, The European Physical Int. J. - Applied, vol. 31(1), pp. 71-76, 2005

Revue Nationale avec comité de lecture

• [LTB05

  @article {
  	LTB05,
  	title	=	"{Visualisation et classification avec les cartes topologiques cat�gorielles}",
  	author	=	"M. Lebbah and S. Thiria and F. Badran",
  	journal	=	"",
  	year	=	2005,
  	note	=	"{Ss la D� d'O. Boussaid, P. Gan�arski, F. Mass�glia et B. Trousse}",
  }

  ] M. Lebbah , S. Thiria , F. Badran - Visualisation et classification avec les cartes topologiques cat�gorielles, 2005
• [LBT05

  @article {
  	LBT05,
  	title	=	"{Visualisation et classification avec les cartes topologiques categorielles}",
  	author	=	"M. Lebbah and F. Badran and S. Thiria",
  	journal	=	". Cépaduès RNTI, Numéro spécial sur la fouille de données complexes",
  	year	=	2005,
  }

  ] M. Lebbah , F. Badran , S. Thiria - Visualisation et classification avec les cartes topologiques categorielles, . Cépaduès RNTI, Numéro spécial sur la fouille de données complexes, 2005

Atelier, Poster ou Démonstration dans une Conférence Internationale

• [LCT05

  @inproceedings {
  	LCT05,
  	title	=	"{Mixed Topological Map.}",
  	author	=	" M. Lebbah and A. Chazottes and S. Thiria and F. Badran ",
  	booktitle	=	"{ESANN 2005, (European Symposium on Artificial Neural Networks), Bruges}",
  	year	=	2005,
  	month	=	"January",
  }

  ] M. Lebbah , A. Chazottes , S. Thiria , F. Badran - Mixed Topological Map., ESANN 2005, (European Symposium on Artificial Neural Networks), Bruges, January 2005,

2004

Revue Internationale avec comité de lecture

• [RMY04

  @article {
  	RMY04,
  	title	=	"{Neural selection of the optimal optical signature for a rapid characterization of a submicrometer period grating}",
  	author	=	"S. Robert and A. Mure-Ravaud and M. Yacoub and S. Thiria and F. Badran",
  	journal	=	"Optics communications",
  	year	=	2004,
  	volume	=	238,
  	number	=	4,
  	pages	=	"215-228",
  }

  ] S. Robert , A. Mure-Ravaud , M. Yacoub , S. Thiria , F. Badran - Neural selection of the optimal optical signature for a rapid characterization of a submicrometer period grating, Optics communications, vol. 238(4), pp. 215-228, 2004

Conférence Internationale avec comité de lecture

• [LTB04

  @inproceedings {
  	LTB04,
  	title	=	"{Visualization and classification with categorical topological map}",
  	author	=	" M. Lebbah and S. Thiria and F. Badran ",
  	booktitle	=	"{ESANN (European Symposium on Artificial Neural Networks), Bruges}",
  	year	=	2004,
  	month	=	"January",
  }

  ] M. Lebbah , S. Thiria , F. Badran - Visualization and classification with categorical topological map, ESANN (European Symposium on Artificial Neural Networks), Bruges, January 2004,

2003

Revue Internationale avec comité de lecture

• [NGT03

  @article {
  	NGT03,
  	title	=	"{Automatic Neural Classification of Ocean Colour Reflectance Spectra at the Top of the Atmosphere with Introduction of Expert Knowledge}",
  	author	=	"A. Niang and L. Gross and S. Thiria and F. Badran and C. Moulin",
  	journal	=	"Remote Sensing of Environment",
  	year	=	2003,
  	volume	=	86,
  	number	=	2,
  	pages	=	"257-271",
  }

  ] A. Niang , L. Gross , S. Thiria , F. Badran , C. Moulin - Automatic Neural Classification of Ocean Colour Reflectance Spectra at the Top of the Atmosphere with Introduction of Expert Knowledge, Remote Sensing of Environment, vol. 86(2), pp. 257-271, 2003

Revue Nationale avec comité de lecture

• [NGM03

  @article {
  	NGM03,
  	title	=	"{Classification Automatique Neuronale de Refelectances Satellitaires (Niveau L1 B) de la Couleur de l'Ocean .}",
  	author	=	"A. Niang and L. Gross and C. Moulin and F. Badran and S. Thiria",
  	journal	=	"Télédétection",
  	year	=	2003,
  	volume	=	3,
  	number	=	5,
  	pages	=	"337-364",
  	note	=	"{note}",
  }

  ] A. Niang , L. Gross , C. Moulin , F. Badran , S. Thiria - Classification Automatique Neuronale de Refelectances Satellitaires (Niveau L1 B) de la Couleur de l'Ocean ., Télédétection, vol. 3(5), pp. 337-364, 2003

Conférence Internationale avec comité de lecture

• [NTB03

  @inproceedings {
  	NTB03,
  	title	=	"{Clustering and Classification based on Expert Knowledge Propagation using Probabilistic Self-Organizing Map (PRSOM) : Application to the classification of Satellite Ocean Color TOA Observations}",
  	author	=	" A. Niang and S. Thiria and F. Badran and M. Yacoub and C. Moulin and M. Crepon ",
  	booktitle	=	"{Int. Symp. on Comput. Intelligence for Measurement Systems and Applications. Lugano, Switzerland}",
  	year	=	2003,
  	month	=	"January",
  	note	=	"{CIMSA'2003 Special session on Applications of Computational Intelligence in Environmental Sciences}",
  }

  ] A. Niang , S. Thiria , F. Badran , M. Yacoub , C. Moulin , M. Crepon - Clustering and Classification based on Expert Knowledge Propagation using Probabilistic Self-Organizing Map (PRSOM) : Application to the classification of Satellite Ocean Color TOA Observations, Int. Symp. on Comput. Intelligence for Measurement Systems and Applications. Lugano, Switzerland, January 2003,
• [TYB03

  @inproceedings {
  	TYB03,
  	title	=	"{Analysis of an Aerosol event over the Mediterranean Sea with the use of neural network method for classifying TOA Ocean Color signal}",
  	author	=	" S. Thiria and M. Yacoub and F. Badran and C. Moulin and A. Niang ",
  	booktitle	=	"{3rd Conf. on Artificial Intelligence Applications to the Environmental Science, 9-13 Février, Long B}",
  	year	=	2003,
  	month	=	"January",
  }

  ] S. Thiria , M. Yacoub , F. Badran , C. Moulin , A. Niang - Analysis of an Aerosol event over the Mediterranean Sea with the use of neural network method for classifying TOA Ocean Color signal, 3rd Conf. on Artificial Intelligence Applications to the Environmental Science, 9-13 Février, Long B, January 2003,
• [LTB03

  @inproceedings {
  	LTB03,
  	title	=	"{Classifying El Nino and La Nina events using the Kohonen maps}",
  	author	=	" Z. Lachkar and S. Thiria and F. Badran and J. Boulanger and C. Menkes ",
  	booktitle	=	"{3rd Conf. on Artif. Intel. Appli. to the Environmental Science, 9-13 Fév., Long Beach, CA, USA}",
  	year	=	2003,
  	month	=	"January",
  }

  ] Z. Lachkar , S. Thiria , F. Badran , J. Boulanger , C. Menkes - Classifying El Nino and La Nina events using the Kohonen maps, 3rd Conf. on Artif. Intel. Appli. to the Environmental Science, 9-13 Fév., Long Beach, CA, USA, January 2003,
• [RDH03

  @inproceedings {
  	RDH03,
  	title	=	"{Neural Network approach for multiphase hydrodynamic simulation}",
  	author	=	" I. Rey-Fabret and J. Deflandre and V. Henriot and F. Badran and S. Thiria ",
  	booktitle	=	"{11th Int. Conf., MULTIPHASE'03, San Remo}",
  	year	=	2003,
  	month	=	"January",
  	note	=	"{note}",
  }

  ] I. Rey-Fabret , J. Deflandre , V. Henriot , F. Badran , S. Thiria - Neural Network approach for multiphase hydrodynamic simulation, 11th Int. Conf., MULTIPHASE'03, San Remo, January 2003,

2002

Revue Internationale avec comité de lecture

• [MMT02

  @article {
  	MMT02,
  	title	=	"{Atmospheric Liquid Water Retrieval Using a Gated Expert Neural Network}",
  	author	=	"E. Moreau and C. Mallet and S. Thiria and B. Mabboux and F. Badran and C. Klapisz",
  	journal	=	"J. Atm. Ocean. Tech.",
  	year	=	2002,
  }

  ] E. Moreau , C. Mallet , S. Thiria , B. Mabboux , F. Badran , C. Klapisz - Atmospheric Liquid Water Retrieval Using a Gated Expert Neural Network, J. Atm. Ocean. Tech., 2002

Revue Nationale avec comité de lecture

• [BT02

  @article {
  	BT02,
  	title	=	"{Les perceptrons multicouches de la régression non linéaire aux problèmes inverses. Dans « Voies nouvelles pour l’analyse des données en sciences de l’univers" , Eds J.P Roselot and A. Bijaoui.}",
  	author	=	"F. Badran and S. Thiria",
  	journal	=	"Journal de Physique IV (Proceedings)",
  	year	=	2002,
  	volume	=	12,
  	number	=	1,
  	pages	=	"167-188",
  }

  ] F. Badran , S. Thiria - Les perceptrons multicouches de la régression non linéaire aux problèmes inverses. Dans « Voies nouvelles pour l’analyse des données en sciences de l’univers" , Eds J.P Roselot and A. Bijaoui., Journal de Physique IV (Proceedings), vol. 12(1), pp. 167-188, 2002
• [BT02a

  @article {
  	BT02a,
  	title	=	"{Les perceptrons multicouches de la régression non linéaire aux problèmes inverses}",
  	author	=	"F. Badran and S. Thiria",
  	journal	=	"Journal de Physique IV (Proceedings)",
  	year	=	2002,
  	volume	=	12,
  	number	=	1,
  	pages	=	"157-188",
  	note	=	"{Voies nouvelles pour l'Analyse de Données en Sciences de l'Univers Oléron, France / La Grande Motte, France, 21-25 juin 1999 / 15-19 mai 2000 }",
  }

  ] F. Badran , S. Thiria - Les perceptrons multicouches de la régression non linéaire aux problèmes inverses, Journal de Physique IV (Proceedings), vol. 12(1), pp. 157-188, 2002

Livre

• [DMS02

  @book {
  	DMS02,
  	title	=	"{Réseaux de neurones - Méthodologie et applications}",
  	author	=	"G. Dreyfus and J. Martinez and M. Samuelides and M. B. Gordon and F. Badran and S. Thiria and L. Herault",
  	year	=	2002,
  	publisher	=	"Eyrolles.",
  }

  ] G. Dreyfus , J. Martinez , M. Samuelides , M. B. Gordon , F. Badran , S. Thiria , L. Herault - Réseaux de neurones - Méthodologie et applications, January 2002, Eyrolles.,

2001

Conférence Internationale avec comité de lecture

• [YNB01

  @inproceedings {
  	YNB01,
  	title	=	"{A New Hierarchical Clustering Method using Topological Map}",
  	author	=	" M. Yacoub and and F. Badran and S. Thiria ",
  	booktitle	=	"{10th Int. Symp. on Applied Stochastique Models and Data Analysis (AMSDA2001),}",
  	year	=	2001,
  	month	=	"January",
  }

  ] M. Yacoub , , F. Badran , S. Thiria - A New Hierarchical Clustering Method using Topological Map, 10th Int. Symp. on Applied Stochastique Models and Data Analysis (AMSDA2001),, January 2001,
• [YBT01

  @inproceedings {
  	YBT01,
  	title	=	"{A Topological Hierarchical Clustering: Application to Ocean Color Classiffication}",
  	author	=	" M. Yacoub and F. Badran and S. Thiria ",
  	booktitle	=	"{ICANN'2001}",
  	year	=	2001,
  	month	=	"January",
  	pages	=	"492-499",
  }

  ] M. Yacoub , F. Badran , S. Thiria - A Topological Hierarchical Clustering: Application to Ocean Color Classiffication, ICANN'2001, January 2001, pp.492-499,
• [LCT01

  @inproceedings {
  	LCT01,
  	title	=	"{Probabilistic Topological Map and Binary data}",
  	author	=	" M. Lebbah and C. Chabanon and S. Thiria and F. Badran ",
  	booktitle	=	"{ICANN2001}",
  	year	=	2001,
  	month	=	"January",
  	note	=	"{Soumis à ICANN2001}",
  }

  ] M. Lebbah , C. Chabanon , S. Thiria , F. Badran - Probabilistic Topological Map and Binary data, ICANN2001, January 2001,
• [YNB01a

  @inproceedings {
  	YNB01a,
  	title	=	"{A New Hierarchical Clustering Method using Topological Map}",
  	author	=	" M. Yacoub and and F. Badran and S. Thiria ",
  	booktitle	=	"{ASMDA2001 : 10th Int. Symp. on APPLIED STOCHASTIC MODELS AND DATA ANALYSIS}",
  	year	=	2001,
  	month	=	"January",
  	pages	=	"1023-1028",
  }

  ] M. Yacoub , , F. Badran , S. Thiria - A New Hierarchical Clustering Method using Topological Map, ASMDA2001 : 10th Int. Symp. on APPLIED STOCHASTIC MODELS AND DATA ANALYSIS, January 2001, pp.1023-1028,

Rapport Scientifique

• [BT01

  @techreport {
  	BT01,
  	title	=	"{Les Perceptrons Multicouches: de la régression non-linéaire aux problèmes inverses }",
  	author	=	"F. Badran and S. Thiria",
  	number	=	"{CEDRIC-01-242}",
  	institution	=	"{CEDRIC laboratory, CNAM-Paris, France}",
  	date	=	{01-01-2001},
  }

  ] F. Badran , S. Thiria - Les Perceptrons Multicouches: de la régression non-linéaire aux problèmes inverses , Date de dépot: 2001/01/01, (Tech. Rep.: CEDRIC-01-242)
• [BSM01

  @techreport {
  	BSM01,
  	title	=	"{A general formulation of non-linear least square regression using multi-layered perceptrons }",
  	author	=	"F. Badran and Y. St�phan and N Metoui and S. Thiria",
  	number	=	"{CEDRIC-01-243}",
  	institution	=	"{CEDRIC laboratory, CNAM-Paris, France}",
  	date	=	{01-01-2001},
  	note	=	"{Rapport Scientifique}",
  }

  ] F. Badran , Y. St�phan , N Metoui , S. Thiria - A general formulation of non-linear least square regression using multi-layered perceptrons , Date de dépot: 2001/01/01, (Tech. Rep.: CEDRIC-01-243)
• [BAD01

  @techreport {
  	BAD01,
  	title	=	"{rapport d'activité 1999-2000}",
  	author	=	"F. Badran",
  	number	=	"{CEDRIC-01-252}",
  	institution	=	"{CEDRIC laboratory, CNAM-Paris, France}",
  	date	=	{01-01-2001},
  }

  ] F. Badran - rapport d'activité 1999-2000, Date de dépot: 2001/01/01, (Tech. Rep.: CEDRIC-01-252)

2000

Revue Internationale avec comité de lecture

• [RBM00

  @article {
  	RBM00,
  	title	=	"{Neural Network Wind Retrieval from ERS-1 Scatterometer Data}",
  	author	=	"P. Richaume and F. Badran and C. Mejia and C. Crepon and H. Roquet and S. Thiria",
  	journal	=	"J. of geophysical Research",
  	year	=	2000,
  	volume	=	105,
  	note	=	"{pp 8737-8751, April 15, 2000}",
  }

  ] P. Richaume , F. Badran , C. Mejia , C. Crepon , H. Roquet , S. Thiria - Neural Network Wind Retrieval from ERS-1 Scatterometer Data, J. of geophysical Research, vol. 105, 2000

Conférence Internationale avec comité de lecture

• [LBT00a

  @inproceedings {
  	LBT00a,
  	title	=	"{Topological Map for Binary Data}",
  	author	=	" M. Lebbah and F. Badran and S. Thiria ",
  	booktitle	=	"{ESANN}",
  	year	=	2000,
  	month	=	"January",
  }

  ] M. Lebbah , F. Badran , S. Thiria - Topological Map for Binary Data, ESANN, January 2000,
• [FTB00

  @inproceedings {
  	FTB00,
  	title	=	"{Use of neural networks in log's data processing: prediction and rebuilding of lithologic facies }",
  	author	=	" D. Frayssinet and S. Thiria and F. Badran and L. Briqueu ",
  	booktitle	=	"{Petrophysics meets Geophysics, Paris, 2000.}",
  	year	=	2000,
  	month	=	"January",
  }

  ] D. Frayssinet , S. Thiria , F. Badran , L. Briqueu - Use of neural networks in log's data processing: prediction and rebuilding of lithologic facies , Petrophysics meets Geophysics, Paris, 2000., January 2000,
• [TTC00

  @inproceedings {
  	TTC00,
  	title	=	"{Validation of the QSCAT NRCS on the Advanced Neural Network NSCAT GMF and estimation of Neural Network QSCAT GMF }",
  	author	=	" N. Tran and S. Thiria and M. Crepon and F. Badran and M. Freilich ",
  	booktitle	=	"{IGARSS}",
  	year	=	2000,
  	month	=	"January",
  	note	=	"{Honolulu Hawaï july 2000}",
  }

  ] N. Tran , S. Thiria , M. Crepon , F. Badran , M. Freilich - Validation of the QSCAT NRCS on the Advanced Neural Network NSCAT GMF and estimation of Neural Network QSCAT GMF , IGARSS, January 2000,

Conférence Nationale avec comité de lecture

• [LBT00

  @inproceedings {
  	LBT00,
  	title	=	"{Carte Topologique et Données Binaires}",
  	author	=	" M. Lebbah and F. Badran and S. Thiria ",
  	booktitle	=	"{XXXII ième journée de statistique}",
  	year	=	2000,
  	month	=	"January",
  }

  ] M. Lebbah , F. Badran , S. Thiria - Carte Topologique et Données Binaires, XXXII ième journée de statistique, January 2000,
• [YBT00

  @inproceedings {
  	YBT00,
  	title	=	"{Cartes Topologiques et classification hierarchique : application à la classification de la couleurde l'océan }",
  	author	=	" M. Yacoub and F. Badran and S. Thiria ",
  	booktitle	=	"{ XXXII ième journées de la statistique}",
  	year	=	2000,
  	month	=	"January",
  }

  ] M. Yacoub , F. Badran , S. Thiria - Cartes Topologiques et classification hierarchique : application à la classification de la couleurde l'océan , XXXII ième journées de la statistique, January 2000,

Chapitres de Livre

• [YFB00

  @inbook {
  	YFB00,
  	title	=	"{}",
  	chapter	=	"{Clustering and Classiffcation based on Expert knowledge propagation using Probabilistic Self-Organizing Map: application to geophysics }",
  	author	=	"M. Yacoub and D. Frayssinet and F. Badran and S. Thiria",
  	year	=	2000,
  	note	=	"{Data analysis : scientific modeling and practical application}",
  }

  ] M. Yacoub , D. Frayssinet , F. Badran , S. Thiria - Clustering and Classiffcation based on Expert knowledge propagation using Probabilistic Self-Organizing Map: application to geophysics , January 2000,

1999

Revue Internationale avec comité de lecture

• [BCM99

  @article {
  	BCM99,
  	title	=	"{Empirical transfert function determination by the use of Multilayer Perceptron}",
  	author	=	"F. Badran and M. Crepon and C. Mejia and S. Thiria and N. Tran",
  	journal	=	"Neurocomputing",
  	year	=	1999,
  	volume	=	30,
  	number	=	1,
  	note	=	"{pp 37-46}",
  }

  ] F. Badran , M. Crepon , C. Mejia , S. Thiria , N. Tran - Empirical transfert function determination by the use of Multilayer Perceptron, Neurocomputing, vol. 30(1), 1999
• [ABT99

  @article {
  	ABT99,
  	title	=	"{Hierarchical Clustering of Self-Organizing Maps for Cloud Classification}",
  	author	=	"C. Ambroise and F. Badran and S. Thiria and G. S�ze",
  	journal	=	"Neurocomputing",
  	year	=	1999,
  	volume	=	30,
  	number	=	1,
  	note	=	"{pp 47-52}",
  }

  ] C. Ambroise , F. Badran , S. Thiria , G. S�ze - Hierarchical Clustering of Self-Organizing Maps for Cloud Classification, Neurocomputing, vol. 30(1), 1999
• [MBB99

  @article {
  	MBB99,
  	title	=	"{Determination of the Geophysical Model Function of NSCAT Scatterometer and its corresponding variance by the use of Neural Network}",
  	author	=	"C. Mejia and F. Badran and A. Bentamy and M. Crepon and S. Thiria and N. Tran",
  	journal	=	"J. of Geophysical Research",
  	year	=	1999,
  	volume	=	104,
  	note	=	"{pp 11,539-11,556}",
  }

  ] C. Mejia , F. Badran , A. Bentamy , M. Crepon , S. Thiria , N. Tran - Determination of the Geophysical Model Function of NSCAT Scatterometer and its corresponding variance by the use of Neural Network, J. of Geophysical Research, vol. 104, 1999
• [RBC99

  @article {
  	RBC99,
  	title	=	"{Neural Network Wind Retrieeval from ERS-1 Scatterometer Data}",
  	author	=	"P. Richaum and F. Badran and M. Crepon and C. Meija and H. Roquet and S. Thiria",
  	journal	=	"Neurocomputing",
  	year	=	1999,
  	volume	=	30,
  	number	=	1,
  	note	=	"{pp 37-46}",
  }

  ] P. Richaum , F. Badran , M. Crepon , C. Meija , H. Roquet , S. Thiria - Neural Network Wind Retrieeval from ERS-1 Scatterometer Data, Neurocomputing, vol. 30(1), 1999