Research output per year
Research output per year
Personal profile
Artistic and research interests
Dr. Särkkä is an Associate Professor in Sensor informatics and medical technology at the Department of Electrical Engineering and Automation (EEA) at Aalto University. His research interests are in multi-sensor data processing systems with applications in location sensing, health and medical technology, machine learning, inverse problems, and brain imaging.
Expertise related to UN Sustainable Devlopment Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Doctoral degree, Engineering and Technology, Helsinki University of Technology
Award Date: 25 Apr 2006
Master's degree, Engineering and Technology, Helsinki University of Technology
Award Date: 14 Nov 2000
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Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Autonomous Tracking and State Estimation With Generalized Group Lasso
Gao, R., Särkkä, S., Claveria-Vega, R. & Godsill, S., 24 Jun 2021, (E-pub ahead of print) In: IEEE Transactions on Cybernetics. 15 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access -
Bayesian ODE solvers: the maximum a posteriori estimate
Tronarp, F., Särkkä, S. & Hennig, P., 3 Mar 2021, In: STATISTICS AND COMPUTING. 31, 3, 18 p., 23.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile1 Citation (Scopus)35 Downloads (Pure) -
Deep state-space Gaussian processes
Zhao, Z., Emzir, M. & Särkkä, S., Nov 2021, In: STATISTICS AND COMPUTING. 31, 6, 26 p., 75.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile9 Downloads (Pure) -
Early oxygen levels contribute to brain injury in extremely preterm infants
Rantakari, K., Rinta-Koski, O. P., Metsäranta, M., Hollmén, J., Särkkä, S., Rahkonen, P., Lano, A., Lauronen, L., Nevalainen, P., Leskinen, M. J. & Andersson, S., Jul 2021, In: Pediatric Research. 90, 1, p. 131-139 9 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile4 Citations (Scopus) -
Kalman filtering with empirical noise models
Raitoharju, M., Nurminen, H., Cilden-Guler, D. & Särkkä, S., Jun 2021, Proceedings of International Conference on Localization and GNSS, ICL-GNSS 2021. Nurmi, J., Lohan, E-S., Torres-Sospedra, J., Kuusniemi, H. & Ometov, A. (eds.). IEEE, 7 p. 9452318Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access
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ADAFUME: Advanced data fusion methods for environmental modeling
Gao, R., Corenflos, A., Särkkä, S., Raitoharju, M., Merkatas, C., Sarmavuori, J. & Yaghoobi, F.
01/01/2020 → 31/12/2023
Project: Academy of Finland: Other research funding
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Parallel and distributed computing for Bayesian graphical models
Särkkä, S., Emzir, M., Hassan, S. S., Yaghoobi, F., Yamin, A. & Corenflos, A.
04/09/2019 → 31/12/2022
Project: Academy of Finland: Other research funding
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Multispectral photon-counting for medical imaging and beam characterization
Särkkä, S., Gao, R., Sarmavuori, J., Hassan, S. S., Emzir, M., Yamin, A., Purisha, Z., Tronarp, F. & Zhao, Z.
01/01/2018 → 31/12/2021
Project: Academy of Finland: Other research funding
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AI methods for preterm infants
Jaskari, J., Palva, L. & Särkkä, S.
01/01/2019 → 30/06/2019
Project: Business Finland: Other research funding
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Probabilistic Deep Learning via Hierarchical Stochastic Partial Differential Equations
Hostettler, R., Karvonen, T., Särkkä, S., Bahrami Rad, A., Emzir, M., Gao, R., Sarmavuori, J., Raitoharju, M., Tronarp, F. & Purisha, Z.
01/01/2018 → 31/12/2019
Project: Academy of Finland: Other research funding
Datasets
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CT Data of a Pen-Spring: Application to Under-Sampled Dynamic X-ray Tomography
Juurakko, J. (Creator), Purisha, Z. (Creator) & Särkkä, S. (Creator), 3 Jul 2019
Dataset
Prizes
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Best paper finalist and runner-up award, Computer Track
Hollmen, Jaakko (Recipient), Särkkä, Simo (Recipient) & Rinta-Koski, Olli-Pekka (Recipient), 15 Dec 2017
Prize: Award or honor granted for a specific work
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Tammy L. Blair Best Student Paper Award, First Runner-Up
Tronarp, F. (Recipient), Hostettler, R. (Recipient) & Särkkä, Simo (Recipient), 7 Jul 2016
Prize: Award or honor granted for a specific work
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Tammy L. Blair Best Student Paper Award, First Runner-Up
Prüher, J. (Recipient), Tronarp, F. (Recipient), Karvonen, T. (Recipient), Särkkä, Simo (Recipient) & Straka, O. (Recipient), 13 Jul 2017
Prize: Award or honor granted for a specific work
File -
The best student paper award winner
Särkkä, Simo (Recipient), 2016
Prize: Award or honor granted for a specific work
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Winner of the 1st Prize for Reproducibility in Signal Processing by soundsoftware.ac.uk, awarded at Machine Learning for Signal Processing (MLSP) Conference 2014
Särkkä, Simo (Recipient), 2014
Prize: Award or honor granted for academic career
Activities
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IEEE International Workshop on Machine Learning for Signal Processing
Simo Särkkä (Member)
21 Sep 2020 → 24 Sep 2020Activity: Participating in or organising an event types › Chair of conference, workshop, panel, session or tutorial
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PhD assessment committee member in a thesis, Technical University of Denmark
Simo Särkkä (Member)
2017Activity: Examination types › Pre-examination of dissertation or acting as opponent to doctoral students
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IEEE Finland CSS/RAS/SMCS Joint Chapter (External organisation)
Simo Särkkä (Chair)
2017 → 2018Activity: Membership types › Position of trust in a society or network
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PhD graduation committee member, Linköping University, Sweden
Simo Särkkä (Member)
2017Activity: Examination types › Pre-examination of dissertation or acting as opponent to doctoral students
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Chair of Evaluation Committee in the International Accreditation of the EE Program of University of Sarajevo
Simo Särkkä (Chair)
Jul 2016Activity: Examination types › Evaluation of activities
Press / Media
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Temporal Parallelization of Inference in Hidden Markov Models
22/09/2021
1 item of Media coverage
Press/Media: Media appearance
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Professori Simo Särkkä kutsuttu Instrumentariumin Tiedesäätiön hallitukseen
03/07/2020
1 item of Media coverage
Press/Media: Media appearance
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Tallink Grupp’s ship Megastar will take part in research project for autonomous ships
04/02/2019 → 06/02/2019
2 items of Media coverage
Press/Media: Media appearance
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Autonomous shipping project tries multiple sensors enhancing safety
05/02/2019
1 item of Media coverage
Press/Media: Media appearance