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 Development 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
Fingerprint
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Bayesian Filtering and Smoothing
Särkkä, S. & Svensson, L., 2023, 2 ed. Cambridge University Press. 436 p.Research output: Book/Report › Book › Scientific › peer-review
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Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees
Wilkinson, W., Särkkä, S. & Solin, A., Mar 2023, In: Journal of Machine Learning Research. 24, p. 1−50Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile12 Downloads (Pure) -
Fast Dynamic Programming in Trees in the MPC Model
Gupta, C., Latypov, R., Maus, Y., Pai, S., Särkkä, S., Studený, J., Suomela, J., Uitto, J. & Vahidi, H., 17 Jun 2023, SPAA 2023 - Proceedings of the 35th ACM Symposium on Parallelism in Algorithms and Architectures. ACM, p. 443-453 11 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile4 Downloads (Pure) -
Fourier-Hermite Dynamic Programming for Optimal Control
Hassan, S. S. & Sarkka, S., 4 Jan 2023, (E-pub ahead of print) In: IEEE Transactions on Automatic Control. p. 1-8 8 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access -
Multidimensional projection filters via automatic differentiation and sparse-grid integration
Emzir, M. F., Zhao, Z. & Särkkä, S., Mar 2023, In: Signal Processing. 204, 15 p., 108832.Research output: Contribution to journal › Article › Scientific › peer-review
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MR-histo: AI-resolved virtual histology with magnetic resonance fingerprinting
01/09/2023 → 31/08/2027
Project: Academy of Finland: Other research funding
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Bayes-PIML: A Bayesian Paradigm for Physics-Informed Machine Learning
01/01/2023 → 31/12/2025
Project: Academy of Finland: Other research funding
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MOST-AIMODE: Development of Artificial Intelligence and Machine Learning for Online Perception and Operating Mode Optimization in Process Industry
Särkkä, S., Kumar, K., Iacob, C., Iqbal, S. & Gorad, A.
01/09/2022 → 31/08/2025
Project: Business Finland: Strategic centres for science, technology and innovation (SHOK)
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QuantLearn: Optisesti linkitetty monipuolinen laskentaekosysteemi kvanttikoneoppimista varten
Särkkä, S., Galvis, C., Corenflos, A., Merkatas, C., Farooq, A. & Hassan, S. S.
01/01/2022 → 31/12/2024
Project: Academy of Finland: Other research funding
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ADAFUME: Advanced data fusion methods for environmental modeling
Särkkä, S., Corenflos, A., Raitoharju, M., Gao, R., Merkatas, C., Sarmavuori, J., Yaghoobi, F., Ma, X. & Hassan, S. S.
01/01/2020 → 31/12/2023
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), Zenodo, 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
Prüher, Jakub (Recipient), Tronarp, Filip (Recipient), Karvonen, Toni (Recipient), Särkkä, Simo (Recipient) & Straka, Ondrej (Recipient), 13 Jul 2017
Prize: Award or honor granted for a specific work
File -
Tammy L. Blair Best Student Paper Award, First Runner-Up
Tronarp, Filip (Recipient), Hostettler, Roland (Recipient) & Särkkä, Simo (Recipient), 7 Jul 2016
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 or artistic career
Activities
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IEEE International Workshop on Machine Learning for Signal Processing
Simo Särkkä (Member)
21 Sept 2020 → 24 Sept 2020Activity: Participating in or organising an event types › Chair of a conference, workshop, panel, session, tutorial or event
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IEEE Finland CSS/RAS/SMCS Joint Chapter (External organisation)
Simo Särkkä (Chair)
2017 → 2018Activity: Memberships (typically long-term positions of trust) › Position of trust in a society or network
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PhD assessment committee member in a thesis, Technical University of Denmark
Simo Särkkä (Member)
2017Activity: Academic assessments › Pre-examination of doctoral thesis or acting as opponent to doctoral students or membership of doctoral thesis committee or board
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PhD graduation committee member, Linköping University, Sweden
Simo Särkkä (Member)
2017Activity: Academic assessments › Pre-examination of doctoral thesis or acting as opponent to doctoral students or membership of doctoral thesis committee or board
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Foreign Organisation
Simo Särkkä (Visiting researcher)
4 May 2016Activity: Visiting an external institution types › Visiting an external academic institution
Press/Media
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Aalto University: New Collaboration Targets the Mine-to-Market Value Chain
19/09/2023
1 item of Media coverage
Press/Media: Media appearance
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New collaboration targets the mine-to-market value chain
18/09/2023
1 item of Media coverage
Press/Media: Media appearance
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Findings from Aalto University Update Knowledge of Technology (Temporal Parallelization of Dynamic Programming and Linear Quadratic Control)
18/04/2023
1 item of Media coverage
Press/Media: Media appearance
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AI puts precision back into medical treatment
Samuel Kaski, Simo Särkkä & Tomi Laurila
21/12/2022
1 item of Media coverage
Press/Media: Media appearance
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Texas A&M: NSF-funded project to develop probabilistic scientific machine learning
10/09/2022
1 item of Media coverage
Press/Media: Media appearance