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Browsing by Author "Karvonen, Toni"

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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 kernel quadrature at scaled Gauss–Hermite nodes Author(s): Karvonen, Toni; Särkkä, Simo Date: 2019 Series: BIT - Numerical Mathematics
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: 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