Multilayer perceptrons and data analysis. - Patrick Gallinari; Sylvie Thiria; Françoise Fogelman (ICNN, 1988)

Comparing neural networks and data analysis. - Patrick Gallinari; Sylvie Thiria; Françoise Fogelman-Soulié (Neural Networks, 1988)

A method to de-alias the scatterometer wind field: a real world application. - Fouad Badran; Sylvie Thiria; Michel Crépon (NATO Neurocomputing, 1989)

Cooperation of neural nets for robust classification. - Michel de Bollivier; Patrick Gallinari; Sylvie Thiria (IJCNN, 1990)

Multimodular Architecture fir Remote Sensing Options. - Sylvie Thiria; Carlos Mejia; Fouad Badran; Michel Crépon (NIPS, 1991)

On the relations between discriminant analysis and multilayer perceptrons. - Patrick Gallinari; Sylvie Thiria; Fouad Badran; Françoise Fogelman-Soulié (Neural Networks, 1991)

Remote sensing operations. - Fouad Badran; Carlos Mejia; Sylvie Thiria; Michel Crépon (Int. J. Neural Syst., 1995)

Topological Maps for Mixture Densities. - Fatiha Anouar; Fouad Badran; Sylvie Thiria (ICANN, 1996)

Regression by Topological Map: Application on Real Data. - P. Daigremont; Hubert de Lassus; Fouad Badran; Sylvie Thiria (ICANN, 1996)

Classification Rejection by Prediction. - Hubert de Lassus; P. Daigremont; Fouad Badran; Sylvie Thiria; A. Lecacheux (ICANN, 1996)

Probabilistic self organized map - application to classification. - Fatiha Anouar; Fouad Badran; Sylvie Thiria (ESANN, 1997)

Neural Network Smoothing in Correlated Time Series Context. - Fouad Badran; Sylvie Thiria (Neural Networks, 1997)

Probabilistic self-organizing map and radial basis function networks. - Fatiha Anouar; Fouad Badran; Sylvie Thiria (Neurocomputing, 1998)

Topological map for binary data. - Mustapha Lebbah; Fouad Badran; Sylvie Thiria (ESANN, 2000)

Hierarchical clustering of self-organizing maps for cloud classification. - Christophe Ambroise; Geniève Sèze; Fouad Badran; Sylvie Thiria (Neurocomputing, 2000)

Empirical transfer function determination by the use of multilayer perceptron. - Fouad Badran; Michel Crépon; Carlos Mejia; Sylvie Thiria; Ngan Tran (Neurocomputing, 2000)

Sea surface temperature forecasts using on-line local learning algorithm in upwelling regions. - Michel de Bollivier; Walter Eifler; Sylvie Thiria (Neurocomputing, 2000)

Use of neural networks for predictions using time series: Illustration with the El Niño Southern oscillation phenomenon. - Olivier Maas; Jean-Philippe Boulanger; Sylvie Thiria (Neurocomputing, 2000)

Neural network wind retrieval from ERS-1 scatterometer data. - Philippe Richaume; Fouad Badran; Michel Crépon; Carlos Mejia; H. Roquet; Sylvie Thiria (Neurocomputing, 2000)

A Topological Hierarchical Clustering: Application to Ocean Color Classification. - Méziane Yacoub; Fouad Badran; Sylvie Thiria (ICANN, 2001)

Categorical Topological Map. - Mustapha Lebbah; Christian Chabanon; Fouad Badran; Sylvie Thiria (ICANN, 2002)

Neuro-variational inversion of ocean color imagery. - Cédric Jamet; Sylvie Thiria; Cyril Moulin; Michel Crépon (NNSP, 2003)

Visualization and classification with categorical topological map. - Mustapha Lebbah; Fouad Badran; Sylvie Thiria (ESANN, 2004)

Mixed Topological Map. - Mustapha Lebbah; Aymeric Chazottes; Fouad Badran; Sylvie Thiria (ESANN, 2005)

Neural networks to retrieve sea surface salinity from SMOS brightness temperatures. - Estelle Obligis; Sylvie Labroue; Adel Ammar; Sylvie Thiria; Michel Crépon (IGARSS, 2005)

Atmospheric correction and oceanic constituents retrieval, with a neuro-variational method. - Julien Brajard; Sylvie Thiria; Cédric Jamet; Cyril Moulin (IJCNN, 2005)

Use of a neuro-variational inversion for retrieving oceanic and atmospheric constituents from satellite ocean colour sensor: Application to absorbing aerosols. - Julien Brajard; Cédric Jamet; Cyril Moulin; Sylvie Thiria (Neural Networks, 2006)

Using SOM to estimate optical inherent properties from remote sensing reflectance. - Aymeric Chazottes; Michel Crépon; Sylvie Thiria (IJCNN, 2007)

Validation of model simulations with respect to in situ observations by the use of probabilistic estimations. - Julien Brajard; Fouad Badran; Michel Crépon; Sylvie Thiria (IJCNN, 2008)

Sea Surface Salinity Retrieval for the SMOS Mission Using Neural Networks. - Adel Ammar; Sylvie Labroue; Estelle Obligis; Carlos Mejia; Michel Crépon; Sylvie Thiria (IEEE Trans. Geosci. Remote. Sens., 2008)

YAO: A Software for Variational Data Assimilation Using Numerical Models. - Luigi Nardi; Charles Sorror; Fouad Badran; Sylvie Thiria (ICCSA (2), 2009)

Rain rate retrieval by processing the observations of the 85V and 85H GHz channels of the SSM/I and TMI passive microwave sensors. - Miguel Perez Chavariar; Carlos Mejia; Cécile Mallet; Michel Crépon; Fouad Badran; Sylvie Thiria (IJCNN, 2009)

Analysis of the Senegalo-Mauritanian upwelling by processing satellite remote sensing observations with topological maps. - Salam Sawadogo; Julien Brajard; Awa Niang; Cyril Lathuiliere; Michel Crépon; Sylvie Thiria (IJCNN, 2009)

Inverse Method for the Retrieval of Ocean Vertical Profiles using Self Organizing Maps and Hidden Markov Models - Application on Ocean Colour Satellite Image Inversion. - Anastase Alexandre Charantonis; Julien Brajard; Cyril Moulin; Bardan Fouad; Sylvie Thiria (IJCCI (NCTA), 2011)

Retrieving Aerosol Characteristics from Satellite Ocean Color Multi-spectral Sensors using a Neural-variational Method. - Daouda Diouf; Sylvie Thiria; Awa Niang; Julien Brajard; Michel Crépon (IJCCI (NCTA), 2011)

Image reconstruction using an iterative SOM based algorithm. - Manel Jouini; Sylvie Thiria; Michel Crépon (ESANN, 2012)

YAO: A Generator of Parallel Code for Variational Data Assimilation Applications. - Luigi Nardi; Fouad Badran; Pierre Fortin 001; Sylvie Thiria (HPCC-ICESS, 2012)

Neural approach to inverting complex system: Application to ocean salinity profile estimation from surface parameters. - Mbaye Babacar Gueye; Awa Niang; Sabine Arnault; Sylvie Thiria; Michel Crépon (Comput. Geosci., 2014)

Completion of a Sparse GLIDER Database Using Multi-iterative Self-Organizing Maps (ITCOMP SOM). - Anastase Alexandre Charantonis; Pierre Testor; Laurent Mortier; Fabrizio D'Ortenzio; Sylvie Thiria (ICCS, 2015)

Building a Learning Database for the Neural Network Retrieval of Sea Surface Salinity from SMOS Brightness Temperatures. - Adel Ammar; Sylvie Labroue; Estelle Obligis; Michel Crépon; Sylvie Thiria (CoRR, 2016)

Construction of Multi-Year Time-Series Profiles of Suspended Particulate Inorganic Matter Concentrations Using Machine Learning Approach. - Pannimpullath Remanan Renosh; Frédéric Jourdin; Anastase Alexandre Charantonis; Khalil Yala; Aurélie Rivier; Fouad Badran; Sylvie Thiria; Nicolas Guillou; Fabien Leckler; Francis Gohin; Thierry Garlan (Remote. Sens., 2017)

Deep Learning based Multiple Regression to Predict Total Column Water Vapor (TCWV) from Physical Parameters in West Africa by using Keras Library. - Daouda Diouf; Awa Niang; Sylvie Thiria (CoRR, 2019)

A Neural-based Bio-regionalization of the Mediterranean Sea using Satellite and Argo-Float Records. - Roy El Hourany; Carlos Mejia; Ghaleb Faour; Sylvie Thiria; Michel Crépon (CI, 2020)

Inversion of Phytoplankton Pigment Vertical Profiles from Satellite Data Using Machine Learning. - Agathe Puissant; Roy El Hourany; Anastase Alexandre Charantonis; Chris Bowler; Sylvie Thiria (Remote. Sens., 2021)

An Observing System Simulation Experiment (OSSE) in Deriving Suspended Sediment Concentrations in the Ocean From MTG/FCI Satellite Sensor. - Frédéric Jourdin; Pannimpullath Remanan Renosh; Anastase Alexander Charantonis; Nicolas Guillou; Sylvie Thiria; Fouad Badran; Thierry Garlan (IEEE Trans. Geosci. Remote. Sens., 2021)

Unsupervised Learning of Sea Surface Height Interpolation from Multi-variate Simulated Satellite Observations. - Théo Archambault; Arthur Filoche; Anastase Alexandre Charantonis; Dominique Béréziat; Sylvie Thiria (CoRR, 2023)