• Aalto SCI Computer Science Konemiehentie 2

20102020

Research output per year

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Dynamic retrospective filtering of physiological noise in BOLD fMRI: DRIFTER

Särkkä, S., Solin, A., Nummenmaa, A., Vehtari, A., Auranen, T., Vanni, S. & Lin, F-H., 2012, In : NeuroImage. 60, 2, p. 1517-1527

Research output: Contribution to journalArticleScientificpeer-review

62 Citations (Scopus)

Hilbert space methods for reduced-rank Gaussian process regression

Solin, A. & Särkkä, S., 2019, In : STATISTICS AND COMPUTING. 28 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
2 Citations (Scopus)
115 Downloads (Pure)

Infinite-dimensional Bayesian filtering for detection of quasiperiodic phenomena in spatiotemporal data

Solin, A. & Särkkä, S., 2013, In : Physical Review E. 88, 5

Research output: Contribution to journalArticleScientificpeer-review

Open Access
11 Citations (Scopus)

Modeling and Interpolation of the Ambient Magnetic Field by Gaussian Processes

Solin, A., Kok, M., Wahlstrom, N., Schon, T. B. & Sarkka, S., 2018, In : IEEE Transactions on Robotics. 34, 4, p. 1112-1127

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
15 Citations (Scopus)
118 Downloads (Pure)

Sigma-Point Filtering and Smoothing Based Parameter Estimation in Nonlinear Dynamic Systems

Kokkala, J., Solin, A. & Särkkä, S., 2016, In : JOURNAL OF ADVANCES IN INFORMATION FUSION. 11, 1, p. 15-30

Research output: Contribution to journalArticleScientificpeer-review

Open Access

Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and Smoothing: A Look at Gaussian Process Regression Through Kalman Filtering

Särkkä, S., Solin, A. & Hartikainen, J., 2013, In : IEEE Signal Processing Magazine. 30, 4, p. 51-61

Research output: Contribution to journalArticleScientificpeer-review

86 Citations (Scopus)

Variational Fourier Features for Gaussian Processes

Hensman, J., Durrande, N. & Solin, A., 2018, In : Journal of Machine Learning Research. 18, 1, p. 1-52 52 p., 151.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
29 Downloads (Pure)