Research output per year
Research output per year
Search results
-
2022
De-Sequentialized Monte Carlo: a parallel-in-time particle smoother
Corenflos, A., Särkkä, S. & Chopin, N., 1 Aug 2022, In: Journal of Machine Learning Research. 23, 39 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile17 Downloads (Pure) -
Temporal Gaussian Process Regression in Logarithmic Time
Corenflos, A., Zhao, Z. & Sarkka, S., 2022, 2022 25th International Conference on Information Fusion, FUSION 2022. IEEE, p. 1-5 5 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access1 Citation (Scopus) -
2021
Differentiable Particle Filtering via Entropy-Regularized Optimal Transport
Corenflos, A., Thornton, J., Deligiannidis, G. & Doucet, A., 2021, Proceedings of Machine Learning Research. Meila, M. & Zhang, T. (eds.). JMLR, 12 p. (Proceedings of Machine Learning Research; vol. 139).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
2020
Enhancing industrial X-ray tomography by data-centric statistical methods
Suuronen, J., Emzir, M., Lasanen, S., Särkkä, S. & Roininen, L., 16 Oct 2020, In: Data-Centric Engineering. 1, 3, 17 p., e10.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile3 Citations (Scopus)46 Downloads (Pure) -
Non-stationary multi-layered Gaussian priors for Bayesian inversion
Emzir, M., Lasanen, S., Purisha, Z., Roininen, L. & Särkkä, S., 3 Dec 2020, In: Inverse Problems. 37, 1, 26 p., 015002.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile5 Citations (Scopus)46 Downloads (Pure) -
Parameter estimation in non-linear state-space models by automatic differentiation of non-linear kalman filters
Gorad, A., Zhao, Z. & Särkkä, S., Sept 2020, Proceedings of the 2020 IEEE 30th International Workshop on Machine Learning for Signal Processing, MLSP 2020. IEEE, 6 p. 9231844. (IEEE International Workshop on Machine Learning for Signal Processing).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile131 Downloads (Pure)