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Collaborations and top research areas from the last five years
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Binary Classification Based Monte Carlo Simulation
Argouarc'h, E. & Desbouvries, F., 1 Jan 2024, In: IEEE Signal Processing Letters. 31, p. 1449-1453 5 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Expressivity of Hidden Markov Chains vs. Recurrent Neural Networks From a System Theoretic Viewpoint
Desbouvries, F., Petetin, Y. & Salaun, A., 1 Jan 2023, In: IEEE Transactions on Signal Processing. 71, p. 4178-4191 14 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Structured Variational Bayesian Inference for Gaussian State-Space Models with Regime Switching
Petetin, Y., Janati, Y. & Desbouvries, F., 1 Jan 2021, In: IEEE Signal Processing Letters. 28, p. 1953-1957 5 p.Research output: Contribution to journal › Article › peer-review
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Comparing the modeling powers of RNN and HMM
Salaun, A., Petetin, Y. & Desbouvries, F., 1 Dec 2019, Proceedings - 18th IEEE International Conference on Machine Learning and Applications, ICMLA 2019. Wani, M. A., Khoshgoftaar, T. M., Wang, D., Wang, H. & Seliya, N. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1496-1499 4 p. 8999058. (Proceedings - 18th IEEE International Conference on Machine Learning and Applications, ICMLA 2019).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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A Double Proposal Normalized Importance Sampling Estimator
Lamberti, R., Petetin, Y., Septier, F. & Desbouvries, F., 29 Aug 2018, 2018 IEEE Statistical Signal Processing Workshop, SSP 2018. Institute of Electrical and Electronics Engineers Inc., p. 253-257 5 p. 8450849. (2018 IEEE Statistical Signal Processing Workshop, SSP 2018).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Semi-independent resampling for particle filtering
Lamberti, R., Petetin, Y., Desbouvries, F. & Septier, F., 1 Jan 2018, In: IEEE Signal Processing Letters. 25, 1, p. 130-134 5 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Independent Resampling Sequential Monte Carlo Algorithms
Lamberti, R., Petetin, Y., Desbouvries, F. & Septier, F., 15 Oct 2017, In: IEEE Transactions on Signal Processing. 65, 20, p. 5318-5333 16 p., 7979579.Research output: Contribution to journal › Article › peer-review
Open Access -
An improved SIR-based Sequential Monte Carlo algorithm
Lamberti, R., Petetin, Y., Septier, F. & Desbouvries, F., 24 Aug 2016, 2016 19th IEEE Statistical Signal Processing Workshop, SSP 2016. IEEE Computer Society, 7551745. (IEEE Workshop on Statistical Signal Processing Proceedings; vol. 2016-August).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Particle filters with independent resampling
Lamberti, R., Petetin, Y., Septier, F. & Desbouvries, F., 18 May 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3994-3998 5 p. 7472427. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2016-May).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Bayesian conditional monte carlo algorithms for nonlinear time-series state estimation
Petetin, Y. & Desbouvries, F., 15 Jul 2015, In: IEEE Transactions on Signal Processing. 63, 14, p. 3626-3638 13 p., 7088655.Research output: Contribution to journal › Article › peer-review