Recent Publications
Article dans une revue
Xavier Jonsson, Jérôme Lelong
Rare event simulation for electronic circuit design
MathematicS In Action, 2022, 11 (1), pp.91-108. ⟨10.5802/msia.19⟩
Article dans une revue
Michaël Allouche, Stéphane Girard, Emmanuel Gobet
EV-GAN: Simulation of extreme events with ReLU neural networks
Journal of Machine Learning Research, 2022, 23 (150), pp.1--39
Article dans une revue
William Pierré, Lionel Hervé, Chiara Paviolo, Ondrej Mandula, Vincent Remondiere, Sophie Morales, Sergei Grudinin, Pierre Ray, Magali Dhellemmes, Christophe Arnoult, Cédric Allier
3D time-lapse imaging of a mouse embryo using intensity diffraction tomography embedded inside a deep learning framework
Applied optics, 2022, 61 (12), pp.3337. ⟨10.1364/AO.453910⟩
Chapitre d'ouvrage
Di Meng, Eslam Mohammed, Edmond Boyer, Sergi Pujades
Vertebrae localization, segmentation and identification using a graph optimization and an anatomic consistency cycle
Chunfeng Lian; Xiaohuan Cao; Islem Rekik; Xuanang Xu; Zhiming Cui. MLMI 2022: Machine Learning in Medical Imaging, 13583, Springer, pp.307-317, 2022, Lecture Notes in Computer Science, 978-3-031-21013-6. ⟨10.1007/978-3-031-21014-3_32⟩
Article dans une revue
Jordi Bolibar, Antoine Rabatel, Isabelle Gouttevin, Harry Zekollari, Clovis Galiez
Nonlinear sensitivity of glacier mass balance to future climate change unveiled by deep learning
Nature Communications, 2022, 13 (1), pp.409. ⟨10.1038/s41467-022-28033-0⟩
Article dans une revue
Quentin Clairon, Adeline Samson
Optimal control for parameter estimation in partially observed hypoelliptic stochastic differential equations
Computational Statistics, 2022, 37, pp.2471-2491. ⟨10.1007/s00180-022-01212-9⟩
Article dans une revue
Anatoli B. Juditsky, Georgios Kotsalis, Arkadi Nemirovski
Tight computationally efficient approximation of matrix norms with applications
Open Journal of Mathematical Optimization, 2022, 3, pp.1-38. ⟨10.5802/ojmo.19⟩
Article dans une revue
Sylvain Meignen, Neha Singh
Analysis of Reassignment Operators Used in Synchrosqueezing Transforms: With an Application to Instantaneous Frequency Estimation
IEEE Transactions on Signal Processing, 2022, 70, pp.216-227. ⟨10.1109/TSP.2021.3137080⟩
Article dans une revue
Hongyi Liu, Youkang Lu, Zebin Wu, Qian Du, Jocelyn Chanussot, Zhihui Wei
Bayesian Unmixing of Hyperspectral Image Sequence With Composite Priors for Abundance and Endmember Variability
IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5503515. ⟨10.1109/TGRS.2021.3064708⟩
Article dans une revue
Jie Xie, Leyuan Fang, Bob Zhang, Jocelyn Chanussot, Shutao Li
Super Resolution Guided Deep Network for Land Cover Classification From Remote Sensing Images
IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5611812. ⟨10.1109/TGRS.2021.3120891⟩
Article dans une revue
Chen Yang, Biao Hou, Qian Wu, Bo Ren, Jocelyn Chanussot, Shuang Wang, Licheng Jiao
PDFL: Polarimetric Decomposition Feature Learning via Deep Autoencoder
IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5240917. ⟨10.1109/TGRS.2022.3228791⟩
Article dans une revue
Long Li, Jianwei Ma, Francois-Xavier Le Dimet, Arthur Vidard
Assimilation of Images via Dictionary Learning-Based Sparsity Regularization Strategy: An Application for Retrieving Fluid Flows
IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5907120:1-20. ⟨10.1109/TGRS.2021.3110799⟩
Article dans une revue
Stéphane Girard, Hadrien Lorenzo, Jérôme Saracco
Advanced topics in Sliced Inverse Regression
Journal of Multivariate Analysis, 2022, 188, pp.104852. ⟨10.1016/j.jmva.2021.104852⟩
Article dans une revue
Nicholas K.-R. Kevlahan, Florian Lemarié
wavetrisk-2.1: an adaptive dynamical core for ocean modelling
Geoscientific Model Development, 2022, 15 (17), pp.6521-6539. ⟨10.5194/gmd-15-6521-2022⟩
type pub ISSUE
Nils Ferrand, Emeline Hassenforder
Des démarches participatives pour penser ensemble la gestion de l’eau et des territoires
Sciences Eaux & Territoires, 35, 2021
Pré-publication, Document de travail
Adrien Hirvoas, Clémentine Prieur, Élise Arnaud, Fabien Caleyron, Miguel Munoz Zuniga
Wind turbine quantification and reduction of uncertainties based on a data-driven data assimilation approach
2021
Pré-publication, Document de travail
Yavar Kian, Éric Soccorsi, Faouzi Triki
Logarithmic stable recovery of the source and the initial state of time fractional diffusion equations
2021
Communication dans un congrès
Stéphane Girard, Emmanuel Gobet
Estimation of the largest tail-index and extreme quantiles from a mixture of heavy-tailed distributions
CMStatistics 2021 - 14th International Conference of the ERCIM WG on Computational and Methodological Statistics, Dec 2021, London, United Kingdom
Communication dans un congrès
Meryem Bousebata, Geoffroy Enjolras, Stéphane Girard
Extreme partial least-squares regression
CMStatistics 2021 - 14th International Conference of the ERCIM WG on Computational and Methodological Statistics, Dec 2021, London, United Kingdom
Communication dans un congrès
Théo Moins, Julyan Arbel, Anne Dutfoy, Stéphane Girard
A Bayesian framework for Poisson process characterization of extremes with uninformative prior
CMStatistics 2021 - 14th International Conference of the ERCIM WG on Computational and Methodological Statistics, Dec 2021, London, United Kingdom
Communication dans un congrès
Antoine Usseglio-Carleve, Stéphane Girard, Gilles Stupfler
Extreme conditional expectile estimation in heavy-tailed heteroscedastic regression models
CMStatistics 2021 - 14th International Conference of the ERCIM WG on Computational and Methodological Statistics, Dec 2021, London, United Kingdom
Communication dans un congrès
Jonathan El Methni, Stéphane Girard
A bias-reduced version of the Weissman estimator for extreme value-at-risk
CMStatistics 2021 - 14th International Conference of the ERCIM WG on Computational and Methodological Statistics, Dec 2021, London, United Kingdom
Article dans une revue
Jean-Baptiste Durand, Sophie Achard
Comprendre un processus cognitif grâce à l’analyse statistique du mouvement des yeux
Interstices, 2021
Communication dans un congrès
Emmanuel Krieger, Mathieu Mangeot, Jean-Yves Courtonne, Guillaume Mandil, Peter Sturm
A modelling tool for designing urban mobility alternatives and evaluating their direct and indirect environmental impacts
international Conference on 'Future is Urban' 2021, Dec 2021, Ahmedabad, India
HDR
Franck Iutzeler
Autour de l'utilisation de la structure dans certains problèmes d'optimisation
Optimization and Control [math.OC]. Université Grenoble Alpes (UGA), 2021
Communication dans un congrès
Mariia Vladimirova, Julyan Arbel, Stéphane Girard
Dependence between Bayesian neural network units
BDL 2021 - Workshop. Bayesian Deep Learning NeurIPS, Dec 2021, Montreal, Canada. pp.1-9
Communication dans un congrès
Gabriele Perozzi, Andrey Polyakov, Felix Miranda-Villatoro, Bernard Brogliato
Upgrading linear to sliding mode feedback algorithm for a digital controller
CDSC 2021 : 60th IEEE Conference on Decision and Control, Dec 2021, Fairmont Austin, United States. pp.1-6
Communication dans un congrès
Yu-Guan Hsieh, Franck Iutzeler, Jérôme Malick, Panayotis Mertikopoulos
Optimization in open networks via dual averaging
CDC 2021 - 60th IEEE Annual Conference on Decision and Control, Dec 2021, Austin, United States. pp.1-7, ⟨10.1109/CDC45484.2021.9683558⟩
Article dans une revue
Lianru Gao, Zhu Han, Danfeng Hong, Bing Zhang, Jocelyn Chanussot
CyCU-Net: Cycle-Consistency Unmixing Network by Learning Cascaded Autoencoders
IEEE Transactions on Geoscience and Remote Sensing, 2021, 60, pp.5503914. ⟨10.1109/TGRS.2021.3064958⟩
Thèse
Alexandre Constantin
Analyse de séries temporelles massives d'images satellitaires : Applications à la cartographie des écosystèmes
Image Processing [eess.IV]. Université Grenoble Alpes [2020-..], 2021. English. ⟨NNT : 2021GRALM069⟩