Publications
Journals
- R. Lamberti, Y. Petetin, F. Desbouvries and F. Septier, "Semi-Independent Resampling for Particle filtering", IEEE Signal Processing Letters, Volume: 25, Issue: 1, pages 130-134, January 2018.
- R. Lamberti, Y. Petetin, F. Desbouvries and F. Septier, "Independent Resampling Sequential Monte Carlo Algorithms", IEEE Transactions on Signal Processing, Volume: 65, Issue: 20, pages 5318-5333, October 2017.
- Y. Petetin and F. Desbouvries, "Bayesian Conditional Monte Carlo Algorithms for non
linear time-series state estimation", IEEE Transactions on Signal Processing, Volume 63, Issue 14, Pages 3626-3638, July 2015.
- Y. Petetin and F. Desbouvries,"A class of fast exact Bayesian filters in dynamical models with jumps", IEEE Transactions on Signal Processing, Volume 62, Issue 14, Pages 3643-3653, June 2014.
- Y. Petetin and F. Desbouvries , "Bayesian Multi-object Filtering
for Pairwise Markov Chains ", IEEE Transactions on Signal Processing , Volume 61, Issue 18, Pages 4481 - 4490 , September 2013.
- Y. Petetin and F. Desbouvries , "Optimal
SIR algorithm vs. fully adapted auxiliary particle filter: a non
asymptotical analysis",Statistics and computing, Volume 23, Number 6, Pages 759-775 , September 2013.
- F. Desbouvries, Y. Petetin and B. Ait-el-Fquih, "Direct,
Prediction- and Smoothing-based Kalman and Particle Filter Algorithms",
Signal Processing, Volume
91, Number 8, Pages 2064-2077, August 2011.
International conferences
- A. Salaun, Y. Petetin and F. Desbouvries, Comparing the modeling powers of RNN and HMM", ICMLA 2019: 18th International Conference on Machine Learning and Applica-
tions, Boca Raton, FL, United States. pp.1496-1499, Dec 2019.
- N. Aussel, Y. Petetin and S. Chabridon, Improving performances of log mining for
anomaly prediction through NLP-based log parsing", 2018 IEEE 26th International Sym-
posium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS), Milwaukee, Wisconsin, USA , September 25-28, 2018.
- N. Aussel, S. Jaulin, G. Gandon, Y. Petetin, E. Fazli and S.Chabridon , «Predictive Models of hard drive failures based on operational data », Proceedings
of the 16th IEEE Conference On Machine Learning and Applications (ICMLA), Cancun, Mexico, December 18-21, 2017.
- R. Lamberti,
Y. Petetin, F. Septier and F.
Desbouvries, « An improved SIR-based sequential Monte
Carlo algorithm », Proceedings
of the 19th IEEE workshop on statistical signal processing (SSP
’16), Palma de Majorca, Spain, June 26-29, 2016.
- R. Lamberti,
Y. Petetin, F. Septier and F. Desbouvries, « Particle filters with independent resampling », Proceedings of the 41st IEEE International Conference
on Acoustics, Speech and Signal Processing (ICASSP ’16), Shanghai,
China, March 20-25, 2016
- Y. Petetin, C. Laroche and A. Mayoue, "Deep neural networks for audio scene recognition", 2015 European Signal Processing Conference (EUSIPCO2015), Nice, France, August 31- September 4, 2015.
- Y. Petetin and F. Desbouvries, "Exact Bayesian estimation in constrained triplet Markov Chains ", 2014 IEEE International Workshop Machine Learning for Signal Processing (MLSP2014), Reims, France, September 21-24, 2014.
- Y. Petetin and F. Desbouvries, « Multi-object
Filtering for Pairwise Markov Chains »,
Proceedings of the 11th International Conference on Information
Sciences, Signal Processing and their Applications (ISSPA2012) ,
Montreal, Quebec, Canada, July 3-5, 2012.
- Y. Petetin and F. Desbouvries, « A Mixed GM/SMC
Implementation of the Probability Hypothesis Density Filter
», Proceedings of the 11th International
Conference on Information Sciences, Signal Processing and their
Applications (ISSPA2012) , Montreal, Quebec, Canada, July
3-5, 2012.
- Y. Petetin and F. Desbouvries, « Marginalized
PHD Filters for Multi-Target Filtering »,
Proceedings of the 11th International Conference on Information
Sciences, Signal Processing and their Applications (ISSPA2012) ,
Montreal, Quebec, Canada, July 3-5, 2012.
- Y. Petetin and F. Desbouvries, « Further Rao-Blackwellizing
an Already Rao-Blackwellized Algorithm for Jump Markov State Space
Systems », Proceedings of the 11th International
Conference on Information Sciences, Signal Processing and their
Applications (ISSPA2012) , Montreal, Quebec, Canada, July
3-5, 2012
- Y. Petetin and F. Desbouvries, « A Particle
Smoothing Implementation of the Fully-Adapted Auxiliary Particle
Filter: An Alternative to Auxiliary Particle Filters », Proceedings
of the IEEE workshop on Statistical Signal Processing (SSP'11),
Nice, France, June 28-30, 2011.
- F. Desbouvries, Y. Petetin and E. Monfrini, « A
Non Asymptotical Analysis of the Optimal SIR Algorithm Vs. the Fully
Adapted Auxiliary Particle Filter », Proceedings
of the IEEE workshop on Statistical Signal Processing (SSP'11),
Nice, France, June 28-30, 2011.
- F. Desbouvries, Y. Petetin and E. Monfrini, «
Optimal SIR algorithm vs. fully-adapted auxiliary particle filter : a
matter of conditional independence », Proceedings
of the IEEE International Conference on Acoustics, Speech and Signal
Processing (ICASSP'11), Prague, Czech Republic, May 22-27,
2011.
- Y.Petetin, D.E.Clark, B.Ristic, and D.Maltese. An efficient
CPHD filter based approach for multiple target
tracking, The International Society for Optical Engineering
(SPIE), Orlando, USA, April 2011.
- Y. Petetin and F. Desbouvries, « Direct vs.
indirect sequential Monte-Carlo filters », Proceedings
of the international conference on Stochastic Modeling Techniques and
Data Analysis (SMTDA '10), Chania, Greece, June 8-11, 2010.
National Conferences
- N. Aussel, F. Dubourvieux and Y. Petetin , \Spatio-temporal convolutional neural networks for failure prediction", Actes du 27ème colloque Gretsi, Lille, France, Aout 2019.
- R. Lamberti,
Y. Petetin, F. Septier and F.
Desbouvries, "Rééchantillonage indépendant et semi-indépendant pour le filtrage particulaire", Actes du 26ème colloque Gretsi, Juan-les-Pins, France, September 5-8, 2017.
- Y. Petetin and F. Desbouvries, "Un algorithme d'estimation
non supervisée dans des modèles Markoviens a sauts", Actes du 25ème colloque Gretsi, Nice, France, September 8-11, 2015.
- Y. Petetin and F. Desbouvries, « Un nouvel algorithme de filtrage
dans les modèles de Markov à saut linéaires et Gaussiens »,
Actes du 24ème colloque Gretsi ,
Brest, France, 3-6 septembre 2013.
- Y. Petetin and F. Desbouvries, « Filtrage particulaire marginalisé pour la poursuite multi-objets »,
Actes du 24ème colloque Gretsi ,
Brest, France, 3-6 septembre 2013.
- M. Blanc-Patin, M. Chevalier, A. Dupont, E. Monfrini and Y. Petetin, « Poursuite de cible par un senseur mobile;
Repérage multisenseur de la position du senseur mobile »,
Actes du 24ème colloque Gretsi , Brest, France, 3-6 septembre 2013.
- Y. Petetin, D.E. Clark and B.Ristic, « Un
Pisteur Multi-cibles basé sur une approche CPHD »,
Actes du 23ème colloque Gretsi ,
Bordeaux, France, 5-8 septembre 2011.
- F. Desbouvries, Y. Petetin and E. Monfrini, «
Filtrage particulaire optimal et filtrage particulaire auxiliaire
adapté : une analyse non asymptotique »,
Actes du 23ème colloque Gretsi , Bordeaux,
France, 5-8 septembre 2011.