Aaltodoc
→
Browsing by Author

Browsing by Author "Karvonen, Toni"

Now showing items 1-16 of 16

Title: Approximate state-space Gaussian processes via spectral transformation Author(s): Karvonen, Toni; Särkkä, Simo Date: 2016-11-08 Series: Proceedings of the 2016 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2016, Volume 2016-November, IEEE International Workshop on Machine Learning for Signal Processing
Title: Bounds on the Covariance Matrix of a Class of Kalman-Bucy Filters for Systems with Non-Linear Dynamics Author(s): Karvonen, Toni; Bonnabel, Silvere; Särkkä, Simo; Moulines, Eric Date: 2019-01-18 Series: Proceedings of 57th IEEE Conference on Decision and Control, CDC 2018, Proceedings of the IEEE Conference on Decision & Control
Title: Classical quadrature rules via Gaussian processes Author(s): Karvonen, Toni; Särkkä, Simo Date: 2017-12-07 Series: Proceedings of 27th IEEE International Workshop on Machine Learning for Signal Processing, MLSP2017, IEEE International Workshop on Machine Learning for Signal Processing
Title: Fully symmetric kernel quadrature Author(s): Karvonen, Toni; Särkkä, Simo Date: 2018 Series: SIAM Journal on Scientific Computing, Volume 40, issue 2
Title: Gaussian Approximations of SDES in Metropolis-Adjusted Langevin Algorithms Author(s): Särkkä, Simo; Merkatas, Christos; Karvonen, Toni Date: 2021-11-15 Series: 2021 IEEE 31st International Workshop on Machine Learning for Signal Processing, MLSP 2021
Title: Gaussian kernel quadrature at scaled Gauss–Hermite nodes Author(s): Karvonen, Toni; Särkkä, Simo Date: 2019 Series: BIT - Numerical Mathematics
Title: Kernel-Based and Bayesian Methods for Numerical Integration Author(s): Karvonen, Toni Date: 2019 Series: Aalto University publication series DOCTORAL DISSERTATIONS, 160/2019 School of Electrical Engineering | Doctoral thesis (article-based) | Defence date: 2019-11-08
Title: Maximum likelihood estimation and uncertainty quantification for gaussian process approximation of deterministic functions Author(s): Karvonen, Toni; Wynne, George; Tronarp, Filip; Oates, Chris; Särkkä, Simo Date: 2020 Series: SIAM/ASA Journal on Uncertainty Quantification, Volume 8, issue 3
Title: Mixture representation of the matérn class with applications in state space approximations and Bayesian quadrature Author(s): Tronarp, Filip; Karvonen, Toni; Särkkä, Simo Date: 2018-10-31 Series: Proceedings of the 2018 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2018, Volume 2018-September, IEEE International Workshop on Machine Learning for Signal Processing
Title: On Stability of a Class of Filters for Nonlinear Stochastic Systems Author(s): Karvonen, Toni; Bonnabel, Silvere; Moulines, Eric; Särkkä, Simo Date: 2020 Series: SIAM Journal on Control and Optimization, Volume 58, issue 4
Title: On the positivity and magnitudes of Bayesian quadrature weights Author(s): Karvonen, Toni; Kanagawa, Motonobu; Särkkä, Simo Date: 2019-10-04 Series: STATISTICS AND COMPUTING
Title: Student's t-Filters for Noise Scale Estimation Author(s): Tronarp, Filip; Karvonen, Toni; Särkkä, Simo Date: 2019-02-01 Series: IEEE Signal Processing Letters, Volume 26, issue 2
Title: Student-t process quadratures for filtering of non-linear systems with heavy-tailed noise Author(s): Prüher, Jakub; Tronarp, Filip; Karvonen, Toni; Särkkä, Simo; Straka, Ondrej Date: 2017-07 Series: 20th International Conference on Information Fusion, Fusion 2017 - Proceedings
Title: Symmetry exploits for Bayesian cubature methods Author(s): Karvonen, Toni; Särkkä, Simo; Oates, Chris J. Date: 2019-01-01 Series: STATISTICS AND COMPUTING, Volume 29, issue 6
Title: Taylor Moment Expansion for Continuous-Discrete Gaussian Filtering Author(s): Zhao, Zheng; Karvonen, Toni; Hostettler, Roland; Särkkä, Simo Date: 2021-09 Series: IEEE Transactions on Automatic Control
Title: Worst-case optimal approximation with increasingly flat Gaussian kernels Author(s): Karvonen, Toni; Särkkä, Simo Date: 2020-03-06 Series: ADVANCES IN COMPUTATIONAL MATHEMATICS, Volume 46, issue 2