Research Output per year
Research Output
2020
A survey of Monte Carlo methods for parameter estimation
Luengo, D., Martino, L., Bugallo, M., Elvira, V. & Särkkä, S., 1 Dec 2020, In : Eurasip Journal on Advances in Signal Processing. 2020, 1, 25.Research output: Contribution to journal › Review Article › Scientific › peer-review
Open Access
File
Gaussian mixture models for signal mapping and positioning
Raitoharju, M., García-Fernández, Á. F., Hostettler, R., Piché, R. & Särkkä, S., 1 Mar 2020, In : Signal Processing. 168, 11 p., 107330.Research output: Contribution to journal › Article › Scientific › peer-review
Importance Densities for Particle Filtering Using Iterated Conditional Expectations
Hostettler, R., Tronarp, F., Garcia-Fernandez, A. F. & Sarkka, S., 1 Jan 2020, In : IEEE Signal Processing Letters. 27, p. 211-215 5 p., 8951063.Research output: Contribution to journal › Article › Scientific › peer-review
Kalman-based Spectro-Temporal ECG Analysis using Deep Convolutional Networks for Atrial Fibrillation Detection
Zhao, Z., Särkkä, S. & Rad, A. B., 30 Apr 2020, In : Journal of Signal Processing Systems. 16 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Kernel-based interpolation at approximate Fekete points
Karvonen, T., Särkkä, S. & Tanaka, K., 10 Jul 2020, In : NUMERICAL ALGORITHMS. 24 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
Machine Learning Methods for Neonatal Mortality and Morbidity Classification
Jaskari, J., Myllarinen, J., Leskinen, M., Rad, A. B., Hollmén, J., Andersson, S. & Sarkka, S., 2 Jul 2020, In : IEEE Access. 8, p. 123347-123358 12 p., 9131772.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
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Multispectral photon-counting for medical imaging and beam characterization
Brücken, E., Bharthuar, S., Emzir, M., Golovleva, M., Gädda, A., Hostettler, R., Härkönen, J., Kirschenmann, S., Litichevskyi, V., Luukka, P., Martikainen, L., Naaranoja, T., Nincǎ, I., Ott, J., Petrow, H., Purisha, Z., Siiskonen, T., Särkkä, S., Tikkanen, J., Tuuva, T. & 1 others, , 18 Feb 2020, In : Journal of Instrumentation. 15, 2, 11 p., C02024.Research output: Contribution to journal › Article › Scientific › peer-review
Neural Network Based Identification of Fuel Injection Rate Profiles for Diesel Engines
Immonen, E., Lauren, M., Roininen, L. & Särkkä, S., Feb 2020, Proceedings of the 9th International Conference on Industrial Technology and Management, ICITM 2020. IEEE, p. 138-143 6 p. 9080367Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
RSS Models for Respiration Rate Monitoring
Yiǧitler, H., Kaltiokallio, O., Hostettler, R., Abrar, A. S., Jäntti, R., Patwari, N. & Särkkä, S., 1 Mar 2020, In : IEEE Transactions on Mobile Computing. 19, 3, p. 680-696 17 p., 8634923.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
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State-space Gaussian Process for Drift Estimation in Stochastic Differential Equations
Zhao, Z., Tronarp, F., Hostettler, R. & Särkkä, S., 2020, (Accepted/In press) Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020. IEEE, 5 p. (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Variable Splitting Methods for Constrained State Estimation in Partially Observed Markov Processes
Gao, R., Tronarp, F. & Särkkä, S., 2020, In : IEEE Signal Processing Letters. 27, p. 1305-1309 5 p., 9143395.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
Worst-case optimal approximation with increasingly flat Gaussian kernels
Karvonen, T. & Särkkä, S., 1 Apr 2020, In : ADVANCES IN COMPUTATIONAL MATHEMATICS. 46, 2, 17 p., 21.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
2019
Applied Stochastic Differential Equations
Särkkä, S. & Solin, A., Apr 2019, Cambridge University Press. 324 p. ( Institute of Mathematical Statistics Textbooks)Research output: Book/Report › Book › Scientific › peer-review
Open Access
A probabilistic model for the numerical solution of initial value problems
Schober, M., Särkkä, S. & Hennig, P., 15 Jan 2019, In : STATISTICS AND COMPUTING. 29, 1, p. 99-122 24 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Asymptotics of Maximum Likelihood Parameter Estimates for Gaussian Processes: The Ornstein-Uhlenbeck Prior
Karvonen, T., Tronarp, F. & Särkkä, S., 1 Oct 2019, Proceedings of the 29th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2019. 6 p. 8918767. (IEEE International Workshop on Machine Learning for Signal Processing).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Bounds on the Covariance Matrix of a Class of Kalman-Bucy Filters for Systems with Non-Linear Dynamics
Karvonen, T., Bonnabel, S., Särkkä, S. & Moulines, E., 18 Jan 2019, Proceedings of 57th IEEE Conference on Decision and Control, CDC 2018. IEEE, Vol. 2018-December. p. 7176-7181 6 p. 8619726. (Proceedings of the IEEE Conference on Decision & Control).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
File
Gaussian kernel quadrature at scaled Gauss–Hermite nodes
Karvonen, T. & Särkkä, S., 2019, In : BIT - Numerical Mathematics. p. 877–902 26 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Gaussian process classification using posterior linearization
Garcia-Fernandez, A. F., Tronarp, F. & Särkkä, S., 1 May 2019, In : IEEE Signal Processing Letters. 26, 5, p. 735-739 5 p., 8673324.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
Gaussian Process Latent Force Models for Learning and Stochastic Control of Physical Systems
särkkä, S., Alvarez, M. A. & Lawrence, N. D., 2019, In : IEEE Transactions on Automatic Control. 64, 7, p. 2953-2960 8 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
Gaussian Target Tracking With Direction-of-Arrival von Mises–Fisher Measurements
García-Fernández, Á. F., Tronarp, F. & Särkkä, S., 1 Jun 2019, In : IEEE Transactions on Signal Processing. 67, 11, p. 2960-2972 13 p., 8691412.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Gyroscope-aided motion deblurring with deep networks
Mustaniemi, J., Kannala, J., Särkkä, S., Matas, J. & Heikkilä, J., 4 Mar 2019, Proceedings of the 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019. IEEE, p. 1914-1922 9 p. 8658406. (IEEE Winter Conference on Applications of Computer Vision).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
Hilbert space methods for reduced-rank Gaussian process regression
Solin, A. & Särkkä, S., 2019, In : STATISTICS AND COMPUTING. 28 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Hilbert-Space Reduced-Rank Methods for Deep Gaussian Processes
Emzir, M. F., Lasanen, S., Purisha, Z. & Särkkä, S., 1 Oct 2019, Proceedings of the 29th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2019. 8918874. (IEEE International Workshop on Machine Learning for Signal Processing).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Iterated Extended Kalman Smoother-Based Variable Splitting for L-1-Regularized State Estimation
Gao, R., Tronarp, F. & Särkkä, S., 1 Oct 2019, In : IEEE Transactions on Signal Processing. 67, 19, p. 5078-5092 15 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
Iterative statistical linear regression for Gaussian smoothing in continuous-time non-linear stochastic dynamic systems
Tronarp, F. & Särkkä, S., 1 Jun 2019, In : Signal Processing. 159, p. 1-12 12 p.Research output: Contribution to journal › Article › Scientific › peer-review
Joint Calibration of Inertial Sensors and Magnetometers using von Mises-Fisher Filtering and Expectation Maximization
Hostettler, R., Fernandez, A. F., Tronarp, F. & Sarkka, S., 1 Jul 2019, Proceedings of the 22nd International Conference on Information Fusion, FUSION 2019. IEEE, 8 p. 9011257Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Millimeter-wave imaging method based on frequency-diverse subarrays
Leino, M. K., Ala-Laurinaho, J., Purisha, Z., Särkkä, S. & Viikari, V., 1 May 2019, GSMM 2019 - 12th Global Symposium on Millimeter Waves, Proceeding. IEEE, p. 84-86 3 p. 8797670Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
File
Numerical integration as a finite matrix approximation to multiplication operator
Sarmavuori, J. & Särkkä, S., 1 Jun 2019, In : Journal of Computational and Applied Mathematics. 353, p. 283-291 9 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
On the positivity and magnitudes of Bayesian quadrature weights
Karvonen, T., Kanagawa, M. & Särkkä, S., 4 Oct 2019, In : STATISTICS AND COMPUTING. 17 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Partitioned Update Binomial Gaussian Mixture Filter
Raitoharju, M., Garcia-Fernandez, A. F. & Sarkka, S., 1 Jul 2019, Proceedings of the 22nd International Conference on Information Fusion, FUSION 2019. IEEE, 8 p. 9011335Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Probabilistic approach to limited-data computed tomography reconstruction
Purisha, Z., Jidling, C., Wahlstrom, N., Schön, T. B. & Särkkä, S., Oct 2019, In : Inverse Problems. 35, 10, 20 p., 105004.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
Probabilistic solutions to ordinary differential equations as nonlinear Bayesian filtering: A new perspective
Tronarp, F., Kersting, H., Särkkä, S. & Hennig, P., 18 Sep 2019, In : STATISTICS AND COMPUTING. 29, p. 1297-1315 19 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Rao-Blackwellized Gaussian Smoothing
Hostettler, R. & Särkkä, S., 1 Jan 2019, In : IEEE Transactions on Automatic Control. 64, 1, p. 305-312 8 p., 8340820.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
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Rao-Blackwellized Posterior Linearization Backward SLAM
García-Fernández, Á. F., Hostettler, R. & Särkkä, S., 1 May 2019, In : IEEE Transactions on Vehicular Technology. 68, 5, p. 4734-4747 14 p., 8662708.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Regularized State Estimation and Parameter Learning Via Augmented Lagrangian Kalman Smoother Method
Gao, R., Tronarp, F., Zhao, Z. & Särkkä, S., 1 Oct 2019, Proceedings of the 29th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2019. 6 p. 8918821. (IEEE International Workshop on Machine Learning for Signal Processing).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Rejection-Sampling-Based Ancestor Sampling for Particle Gibbs
Hostettler, R. & Särkkä, S., 1 Oct 2019, Proceedings of the 29th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2019. 6 p. 8918852. (IEEE International Workshop on Machine Learning for Signal Processing).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Student's t-Filters for Noise Scale Estimation
Tronarp, F., Karvonen, T. & Särkkä, S., 1 Feb 2019, In : IEEE Signal Processing Letters. 26, 2, p. 352-356 5 p., 8606947.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Symmetry exploits for Bayesian cubature methods
Karvonen, T., Särkkä, S. & Oates, C. J., 1 Jan 2019, In : STATISTICS AND COMPUTING. 29, 6, p. 1231–1248 18 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Updates in Bayesian Filtering by Continuous Projections on a Manifold of Densities
Tronarp, F. & Sarkka, S., 1 May 2019, 44th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019; Brighton; United Kingdom; 12-17 May 2019 : Proceedings. IEEE, p. 5032-5036 5 p. 8682279. (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing; vol. 2019-May).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
File
2018
A Bayes–Sard Cubature Method
Karvonen, T., Oates, C. J. & Särkkä, S., Dec 2018, Advances in Neural Information Processing Systems 31: Proceedings of NIPS2017. Curran Associates, Inc., 12 p. (Advances in neural information processing systems; no. 31).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
Automatic Sleep Arousal Detection Using State Distance Analysis in Phase Space
Zabihi, M., Rad, A. B., Sarkka, S., Kiranyaz, S., Katsaggelos, A. K. & Gabbouj, M., 1 Sep 2018, Computing in Cardiology Conference, CinC 2018. 8744012. (Computing in Cardiology; vol. 2018-September).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
File
Combined Analysis-L1 and Total Variation ADMM with Applications to MEG Brain Imaging and Signal Reconstruction
Gao, R., Tronarp, F. & Särkkä, S., 2018, Proceedings of the 26th European Signal Processing Conference, EUSIPCO 2018. IEEE, p. 1930-1934 5 p. (European Signal Processing Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Continuous-Discrete von Mises-Fisher Filtering on S2 for Reference Vector Tracking
Tronarp, F., Hostettler, R. & Särkkä, S., 5 Sep 2018, Proceedings of the 21st International Conference on Information Fusion, FUSION 2018. IEEE, p. 1345-1352 8 p. 8455299Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
File
Cooperative localization using posterior linearization belief propagation
Garcia-Fernandez, A. F., Svensson, L. & Särkkä, S., 2018, In : IEEE Transactions on Vehicular Technology. 67, 1, p. 832-836Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Fast Motion Deblurring for Feature Detection and Matching Using Inertial Measurements
Mustaniemi, J., Kannala, J., Särkkä, S., Matas, J. & Heikkilä, J., 2018, 2018 24th International Conference on Pattern Recognition (ICPR). IEEE, p. 3068 -3073 (International Conference on Pattern Recognition (ICPR)).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
Fully symmetric kernel quadrature
Karvonen, T. & Särkkä, S., 2018, In : SIAM Journal on Scientific Computing. 40, 2, p. A697-A720 24 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Gaussian process classification for prediction of in-hospital mortality among preterm infants
Rinta-Koski, O. P., Särkkä, S., Hollmén, J., Leskinen, M. & Andersson, S., 2018, In : Neurocomputing. 298, p. 134-141Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
Iterative Filtering and Smoothing In Non-Linear and Non-Gaussian Systems Using Conditional Moments
Tronarp, F., Garcia Fernandez, A. & Särkkä, S., 17 Jan 2018, In : IEEE Signal Processing Letters. 25, 3, p. 408-412 5 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Mixture representation of the matérn class with applications in state space approximations and Bayesian quadrature
Tronarp, F., Karvonen, T. & Särkkä, S., 31 Oct 2018, Proceedings of the 2018 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2018. Pustelnik, N., Tan, Z-H., Ma, Z. & Larsen, J. (eds.). Vol. 2018-September. 6 p. 8516992. (IEEE International Workshop on Machine Learning for Signal Processing).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
File
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. 1112-1127Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
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