Scaling Up Echo-State Networks With Multiple Light Scattering

Authors: Dong, Jonathan, Gigan, Sylvain, Krzakala, Florent, Wainrib, Gilles

Source: 2018 IEEE Statistical Signal Processing Workshop (SSP) Statistical Signal Processing Workshop (SSP), 2018 IEEE. :448-452 Jun, 2018

Relation: 2018 IEEE Statistical Signal Processing Workshop (SSP)

Training performance of echo state neural networks

Authors: Couillet, Romain, Wainrib, Gilles, Sevi, Harry, Ali, Hafiz Tiomoko

Source: 2016 IEEE Statistical Signal Processing Workshop (SSP) Statistical Signal Processing Workshop (SSP), 2016 IEEE. :1-4 Jun, 2016

Relation: 2016 IEEE Statistical Signal Processing Workshop (SSP)

ToxicBlend: Virtual Screening of Toxic Compounds with Ensemble Predictors

Authors: Zaslavskiy, Mikhail, Jégou, Simon, Tramel, Eric W., Wainrib, Gilles

Subject Terms: Statistics - Machine Learning, Computer Science - Learning

Access URL: http://arxiv.org/abs/1806.04449

An artificial intelligence model predicts the survival of solid tumour patients from imaging and clinical data

Authors: Schutte, Kathryn, Brulport, Fabien, Harguem-Zayani, Sana, Schiratti, Jean-Baptiste, Ghermi, Ridouane, Jehanno, Paul, Jaeger, Alexandre, Alamri, Talal, Naccache, Raphaël, Haddag-Miliani, Leila, Orsi, Teresa, Lamarque, Jean-Philippe, Hoferer, Isaline, Lawrance, Littisha, Benatsou, Baya, Bousaid, Imad, Azoulay, Mikael, Verdon, Antoine, Bidault, François, Balleyguier, Corinne, Aubert, Victor, Bendjebbar, Etienne, Maussion, Charles, Loiseau, Nicolas, Schmauch, Benoît, Sefta, Meriem, Wainrib, Gilles, Clozel, Thomas, Ammari, Samy, Lassau, Nathalie

Source: In European Journal of Cancer October 2022 174:90-98

Classification and Disease Localization in Histopathology Using Only Global Labels: A Weakly-Supervised Approach

Authors: Courtiol, Pierre, Tramel, Eric W., Sanselme, Marc, Wainrib, Gilles

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1802.02212

Robust Detection of Covariate-Treatment Interactions in Clinical Trials

Authors: Goujaud, Baptiste, Tramel, Eric W., Courtiol, Pierre, Zaslavskiy, Mikhail, Wainrib, Gilles

Subject Terms: Statistics - Applications, Statistics - Computation, Statistics - Methodology, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1712.08211

A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series

Authors: Chambon, Stanislas, Galtier, Mathieu, Arnal, Pierrick, Wainrib, Gilles, Gramfort, Alexandre

Subject Terms: Statistics - Machine Learning, Computer Science - Computer Vision and Pattern Recognition, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/1707.03321

Distributed synaptic weights in a LIF neural network and learning rules

Authors: Perthame, Benoît, Salort, Delphine, Wainrib, Gilles

Subject Terms: Quantitative Biology - Neurons and Cognition, Mathematics - Analysis of PDEs

Access URL: http://arxiv.org/abs/1706.05796

Multi-type Galton-Watson processes with affinity-dependent selection applied to antibody affinity maturation

Authors: Balelli, Irene, Milišić, Vuk, Wainrib, Gilles

Subject Terms: Mathematics - Probability, 60J80, 60J85, 60J85

Access URL: http://arxiv.org/abs/1609.00823

Branching Random Walks on Binary Strings for Evolutionary Processes

Authors: Balelli, Irene, Milisic, Vuk, Wainrib, Gilles

Subject Terms: Mathematics - Probability, 93A30, 60J85, 05C81

Access URL: http://arxiv.org/abs/1607.00927

The Asymptotic Performance of Linear Echo State Neural Networks

Authors: Couillet, Romain, Wainrib, Gilles, Sevi, Harry, Ali, Hafiz Tiomoko

Subject Terms: Computer Science - Learning, Computer Science - Neural and Evolutionary Computing, Mathematics - Probability

Access URL: http://arxiv.org/abs/1603.07866

Context-dependent representation in recurrent neural networks

Authors: Wainrib, Gilles

Subject Terms: Condensed Matter - Disordered Systems and Neural Networks, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/1506.06602

Comprehensive Molecular and Pathologic Evaluation of Transitional Mesothelioma Assisted by Deep Learning Approach: A Multi-Institutional Study of the International Mesothelioma Panel from the MESOPATH Reference Center

Authors: Galateau Salle, Francoise, Le Stang, Nolwenn, Tirode, Franck, Courtiol, Pierre, Nicholson, Andrew G., Tsao, Ming-Sound, Tazelaar, Henry D., Churg, Andrew, Dacic, Sanja, Roggli, Victor, Pissaloux, Daniel, Maussion, Charles, Moarii, Matahi, Beasley, Mary Beth, Begueret, Hugues, Chapel, David B., Copin, Marie Christine, Gibbs, Allen R., Klebe, Sonja, Lantuejoul, Sylvie, Nabeshima, Kazuki, Vignaud, Jean-Michel, Attanoos, Richard, Brcic, Luka, Capron, Frederique, Chirieac, Lucian R., Damiola, Francesca, Sequeiros, Ruth, Cazes, Aurélie, Damotte, Diane, Foulet, Armelle, Giusiano-Courcambeck, Sophie, Hiroshima, Kenzo, Hofman, Veronique, Husain, Aliya N., Kerr, Keith, Marchevsky, Alberto, Paindavoine, Severine, Picquenot, Jean Michel, Rouquette, Isabelle, Sagan, Christine, Sauter, Jennifer, Thivolet, Francoise, Brevet, Marie, Rouvier, Philippe, Travis, William D., Planchard, Gaetane, Weynand, Birgit, Clozel, Thomas, Wainrib, Gilles, Fernandez-Cuesta, Lynnette, Pairon, Jean-Claude, Rusch, Valerie, Girard, Nicolas

Source: In Journal of Thoracic Oncology June 2020 15(6):1037-1053

Random walks on binary strings applied to the somatic hypermutation of B-cells

Authors: Balelli, Irene, Milisic, Vuk, Wainrib, Gilles

Subject Terms: Mathematics - Probability

Access URL: http://arxiv.org/abs/1501.07806

Mathematical modeling of lymphocytes selection in the germinal center

Authors: Milisic, Vuk, Wainrib, Gilles

Subject Terms: Mathematics - Analysis of PDEs

Access URL: http://arxiv.org/abs/1501.06725

The real Ginibre ensemble with $k = O(n)$ real eigenvalues

Authors: del Molino, Luis Carlos García, Pakdaman, Khashayar, Touboul, Jonathan, Wainrib, Gilles

Subject Terms: Mathematical Physics

Access URL: http://arxiv.org/abs/1501.03120

Regular graphs maximize the variability of random neural networks

Authors: Wainrib, Gilles, Galtier, Mathieu

Subject Terms: Nonlinear Sciences - Chaotic Dynamics

Access URL: http://arxiv.org/abs/1402.3555

A local Echo State Property through the largest Lyapunov exponent

Authors: Galtier, Mathieu, Wainrib, Gilles

Subject Terms: Nonlinear Sciences - Chaotic Dynamics

Access URL: http://arxiv.org/abs/1402.1619

Relative entropy minimizing noisy non-linear neural network to approximate stochastic processes

Authors: Galtier, Mathieu N., Marini, Camille, Wainrib, Gilles, Jaeger, Herbert

Subject Terms: Nonlinear Sciences - Adaptation and Self-Organizing Systems

Access URL: http://arxiv.org/abs/1402.1613

Index Distribution of the Ginibre Ensemble

Authors: Allez, Romain, Touboul, Jonathan, Wainrib, Gilles

Source: J. Phys. A: Math. Theor. 47 (2014) 042001

Subject Terms: Mathematics - Probability, Condensed Matter - Disordered Systems and Neural Networks, Condensed Matter - Statistical Mechanics

Access URL: http://arxiv.org/abs/1310.5039