selected publications
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academic article
- Spatio-Temporal Generalised Hyperbolic Models with Application to Heatwave Prediction. SSRN Electronic Journal. 2023
- Semi-Independent Resampling for Particle Filtering. IEEE Signal Processing Letters. 25:130-134. 2017
- Gradient-Based Sequential Markov Chain Monte Carlo for Multitarget Tracking With Correlated Measurements. IEEE Transactions on Signal and Information Processing over Networks. 4:510-518. 2017
- Independent Resampling Sequential Monte Carlo Algorithms. IEEE Transactions on Signal Processing. 65:5318-5333. 2017
- Effcient Sequential Monte-Carlo Samplers for Bayesian Inference. SSRN Electronic Journal. 2017
- Location of Things: Geospatial Tagging for IoT Using Time-of-Arrival. IEEE Transactions on Signal and Information Processing over Networks. 2:174-185. 2016
- A Bayesian Perspective on Multiple Source Localization in Wireless Sensor Networks. IEEE Transactions on Signal Processing. 64:1684-1699. 2015
- Efficient Sequential Monte-Carlo Samplers for Bayesian Inference. IEEE Transactions on Signal Processing. 64:1305-1319. 2015
- Langevin and Hamiltonian Based Sequential MCMC for Efficient Bayesian Filtering in High-Dimensional Spaces. IEEE Journal of Selected Topics in Signal Processing. 10:312-327. 2015
- An adaptive Bayesian inference algorithm to estimate the parameters of a hazardous atmospheric release. Atmospheric Environment. 122:748-762. 2015
- Subgradient-based Markov Chain Monte Carlo particle methods for discrete-time nonlinear filtering. Signal Processing. 120:532-536. 2015
- Estimation of Spatially Correlated Random Fields in Heterogeneous Wireless Sensor Networks. IEEE Transactions on Signal Processing. 63:2597-2609. 2015
- Joint estimation of state and noise parameters in a linear dynamic system with impulsive measurement noise: Application to OFDM systems. Digital Signal Processing. 35:21-36. 2014
- Overview of Bayesian sequential Monte Carlo methods for group and extended object tracking. Digital Signal Processing. 25:1-16. 2013
- The Gaussian mixture MCMC particle algorithm for dynamic cluster tracking. Automatica. 48:2454-2467. 2012
- Spreading code allocation strategy for downlink multicarrier code division multiple access transmission in a correlated Rayleigh fading channel. Wireless Communications and Mobile Computing. 14:659-672. 2012
- MCMC sampling for joint estimation of phase distortions and transmitted symbols in OFDM systems. Digital Signal Processing. 21:341-353. 2010
- α-stable interference modeling and cauchy receiver for an IR-UWB Ad Hoc network. IEEE Transactions on Communications. 58:1748-1757. 2010
- Pilot-Aided Sequential Monte Carlo Estimation of Phase Distortions and Transmitted Symbols in Multicarrier Systems. Journal of Electrical and Computer Engineering. 2010. 2009
- Monte Carlo Methods for Channel, Phase Noise, and Frequency Offset Estimation With Unknown Noise Variances in OFDM Systems. IEEE Transactions on Signal Processing. 56:3613-3626. 2008
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blog posting
- Efficient Sequential Monte-Carlo Samplers for Bayesian Inference 2015
- How Can Subsampling Reduce Complexity in Sequential MCMC Methods and Deal with Big Data in Target Tracking?. arXiv (Cornell University). 2015
- Langevin and Hamiltonian Based Sequential MCMC for Efficient Bayesian Filtering in High-Dimensional Spaces. SSRN Electronic Journal. 2015
- SMC-ABC methods for the estimation of stochastic simulation models of the limit order book. arXiv (Cornell University). 2015
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chapter
- SMC-ABC methods for the estimation of stochastic si- mulation models of the limit order book. HAL (Le Centre pour la Communication Scientifique Directe). 2017
- An Overview of Recent Advances in Monte-Carlo Methods for Bayesian Filtering in High-Dimensional Spaces. SpringerBriefs in statistics. 31-61. 2015
- Sequential inference for dynamically evolving groups of objects. Cambridge University Press eBooks. 245-276. 2011
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conference paper
- Block Kalman Filter: An Asymptotic Block Particle Filter in the Linear Gaussian Case. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 5574-5578. 2021
- Joint Localization and Clock Offset Estimation via Time-Of-Arrival with Ranging Offset. 2021 29th European Signal Processing Conference (EUSIPCO). 672-676. 2018
- Rééchantillonnage indépendant et semi-indépendant pour le filtrage particulaire. . 2017
- A Bayesian approach of the Source Term Estimate coupling retro-dispersion computations with a Lagrangian Particle Dispersion Model and the Adaptive Multiple Importance Sampling. . 2016
- Particle filters with independent resampling. . 3994-3998. 2016
- Filtrage particulaire avec une loi de proposition quasi-optimale utilisant la détection souple pour le suivi visuel. HAL (Le Centre pour la Communication Scientifique Directe). 2015
- Modélisation de points imprimés à l’échelle micro-métrique. . 2015
- Dynamic speech emotion recognition with state-space models. . 2077-2081. 2015
- Particle filtering with a soft detection based near-optimal importance function for visual tracking. . 594-598. 2015
- A Bayesian Compressed Sensing Kalman Filter for Direction of Arrival Estimation. HAL (Le Centre pour la Communication Scientifique Directe). 2015
- An Expectation Maximisation Algorithm for Behaviour Analysis in Video. HAL (Le Centre pour la Communication Scientifique Directe). 2015
- Skew-t copula for dependence modelling of impulsive (α-stable) interference. . 4816-4821. 2015
- Wind storm estimation using a heterogeneous sensor network with high and low resolution sensors. . 4865-4870. 2015
- Sequential Markov Chain Monte Carlo for multi-target tracking with correlated RSS measurements. . 1-6. 2015
- Estimating Source Term Parameters through Probabilistic Bayesian inference: An Approach based on an Adaptive Multiple Importance Sampling Algorithm. . 2014
- Improving SMC sampler estimate by recycling all past simulated particles. . 117-120. 2014
- Printer identification from micro-metric scale printing. . 2014
- State and impulsive time-varying measurement noise density estimation in nonlinear dynamic systems using Dirichlet Process Mixtures. . 330-334. 2014
- NEPS: ''Narrowband Efficient Positioning System'' for Delivering Resource Efficient GNSS Receivers. HAL (Le Centre pour la Communication Scientifique Directe). 2014
- NEPS: “Narrowband Efficient Positioning System” for delivering resource efficient GNSS receivers. . 1-6. 2014
- Printer technology authentication from micrometric scan of a single printed dot. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 90280U-90280U. 2014
- Bayesian model selection and parameter estimation in penalized regression model using SMC samplers. European Signal Processing Conference. 1-5. 2013
- Bayesian filtering with intractable likelihood using sequential MCMC. IEEE International Conference on Acoustics Speech and Signal Processing. 6313-6317. 2013
- Receiver study for cooperative communications in convolved additive α-stable interference plus Gaussian thermal noise. HAL (Le Centre pour la Communication Scientifique Directe). 2012
- Receiver study for cooperative communications in convolved additive α-stable interference plus Gaussian thermal noise. . 451-455. 2012
- Estimating a CBRN atmospheric release in a complex environment using Gaussian Processes. HAL (Le Centre pour la Communication Scientifique Directe). 2012
- Robust Visual Tracking via MCMC-based Particle Filter. HAL (Le Centre pour la Communication Scientifique Directe). 2012
- Robust Visual Tracking via MCMC-based Particle Filter. HAL (Le Centre pour la Communication Scientifique Directe). 2012
- Robust visual tracking via MCMC-based particle filtering. . 1493-1496. 2012
- MCMC-based tracking and identification of leaders in groups. . 112-119. 2011
- MALICE : Localisation de sources polluantes depuis un réseau de capteurs. HAL (Le Centre pour la Communication Scientifique Directe). 2011
- A comparative study of Monte-Carlo methods for multitarget tracking. . 205-208. 2011
- Performance of an optimal receiver in the presence of alpha-stable and Gaussian noises. . 573-576. 2011
- Impulsive interference mitigation in ad hoc networks based on alpha-stable modeling and particle filtering. . 3548-3551. 2011
- Particle Filter with Hybrid Importance Function for Joint Symbol Detection and Phase Tracking. . 1-5. 2006
- Traitement du bruit de phase par filtrage particulaire en communication numérique. HAL (Le Centre pour la Communication Scientifique Directe). 2005