selected publications
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academic article
- Variance estimation for sequential Monte Carlo algorithms: A backward sampling approach. Bernoulli. 30. 2024
- Structured Variational Bayesian Inference for Gaussian State-Space Models With Regime Switching. IEEE Signal Processing Letters. 28:1953-1957. 2021
- Semi-Independent Resampling for Particle Filtering. IEEE Signal Processing Letters. 25:130-134. 2017
- Independent Resampling Sequential Monte Carlo Algorithms. IEEE Transactions on Signal Processing. 65:5318-5333. 2017
- Bayesian Conditional Monte Carlo Algorithms for Nonlinear Time-Series State Estimation. IEEE Transactions on Signal Processing. 63:3586-3598. 2015
- Filtrage statistique optimal rapide dans des systèmes linéaires à sauts non stationnaires. Traitement du signal. 31:339-361. 2014
- A Class of Fast Exact Bayesian Filters in Dynamical Models With Jumps. IEEE Transactions on Signal Processing. 62:3643-3653. 2014
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blog posting
- Chaînes de Markov cachées à bruit généralisé. . 2022
- General pairwise Markov chains for unsupervised image segmentation. HAL (Le Centre pour la Communication Scientifique Directe). 2021
- Combining Federated and Active Learning for Communication-efficient Distributed Failure Prediction in Aeronautics. arXiv (Cornell University). 2020
- Bayesian Conditional Monte Carlo Algorithms for Sequential Single and Multi-Object filtering. arXiv (Cornell University). 2012
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conference paper
- Spatio-temporal convolutional neural networks for failure prediction. HAL (Le Centre pour la Communication Scientifique Directe). 2019
- Improving Performances of Log Mining for Anomaly Prediction Through NLP-Based Log Parsing. . 237-243. 2018
- Predictive Models of Hard Drive Failures Based on Operational Data. 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA). 619-625. 2017
- Rééchantillonnage indépendant et semi-indépendant pour le filtrage particulaire. . 2017
- Particle filters with independent resampling. . 3994-3998. 2016
- Un algorithme d'estimation non supervisée dans des modèles Markoviens à sauts. HAL (Le Centre pour la Communication Scientifique Directe). 2015
- Exact Bayesian estimation in constrained Triplet Markov Chains. . 1-6. 2014
- Poursuite de cible par un senseur mobile ; repérage multisenseur de la position du senseur mobile. . 2013
- Un nouvel algorithme de filtrage dans les modèles de Markov à saut linéaires et Gaussiens. HAL (Le Centre pour la Communication Scientifique Directe). 2013
- Exact optimal filtering in an approximating switching system. HAL (Le Centre pour la Communication Scientifique Directe). 2013
- A mixed GM/SMC implementation of the probability hypothesis density filter. . 425-430. 2012
- A semi-exact sequential Monte Carlo filtering algorithm in Hidden Markov Chains. . 595-600. 2012
- Further Rao-Blackwellizing an already Rao-Blackwellized algorithm for Jump Markov State Space Systems. . 706-711. 2012
- Marginalized PHD Filters for multi-target filtering. . 419-424. 2012
- Multi-object filtering for pairwise Markov chains. . 348-353. 2012
- A particle smoothing implementation of the fully-adapted auxiliary particle filter: An alternative to auxiliary particle filters. . 217-220. 2011
- Optimal SIR algorithm vs. fully adapted auxiliary particle filter: A matter of conditional independence. . 3992-3995. 2011
- A tracker based on a CPHD filter approach for infrared applications. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 80500N-80500N. 2011
- Direct vs. indirect sequential Monte-Carlo filters. . 2010