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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Network
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Online pole segmentation on range images for long-term LiDAR localization in urban environments
Dong, H., Chen, X., Särkkä, S. & Stachniss, C., Jan 2023, In: Robotics and Autonomous Systems. 159, 9 p., 104283.Research output: Contribution to journal › Article › Scientific › peer-review
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De-Sequentialized Monte Carlo: a parallel-in-time particle smoother
Corenflos, A., Särkkä, S. & Chopin, N., 1 Aug 2022, In: Journal of Machine Learning Research. 23, 39 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Fast optimize-and-sample method for differentiable Galerkin approximations of multi-layered Gaussian process priors
Emzir, M. F., Loppi, N. A., Zhao, Z., Hassan, S. S. & Sarkka, S., 2022, 2022 25th International Conference on Information Fusion, FUSION 2022. IEEE, 7 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
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Guest Editorial: MLSP 2020 Special Issue
Särkkä, S., Roininen, L., Kok, M., Hostettler, R. & Hauptmann, A., Feb 2022, In: Journal of Signal Processing Systems. 94, 2, p. 131-132 2 p.Research output: Contribution to journal › Editorial › Scientific
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MLSP 2020 Special Issue
Särkkä, S., Roininen, L., Kok, M., Hostettler, R. & Hauptmann, A., 2022, In: Journal of Signal Processing Systems. 94, 2Research output: Contribution to journal › Special issue › Scientific › peer-review
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MOST-AIMODE: Development of Artificial Intelligence and Machine Learning for Online Perception and Operating Mode Optimization in Process Industry
01/09/2022 → 31/08/2025
Project: Business Finland: Strategic centres for science, technology and innovation (SHOK)
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FCAI: Finnish Center for Artificial Intelligence (FCAI)
01/01/2022 → 31/12/2022
Project: Academy of Finland: Other research funding
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Diverse computing ecosystem for quantum machine learning via optical links
Särkkä, S., Hassan, S. S. & Galvis, C.
01/01/2022 → 31/12/2024
Project: Academy of Finland: Other research funding
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FCAI: Finnish Center for Artificial Intelligence (FCAI)
01/01/2022 → 31/12/2022
Project: Academy of Finland: Other research funding
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ADAFUME: Advanced data fusion methods for environmental modeling
Särkkä, S., Raitoharju, M., Gao, R., Hassan, S. S., Corenflos, A., Sarmavuori, J., Merkatas, C. & Yaghoobi, F.
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), 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, O. (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, 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
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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
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 Sep 2020 → 24 Sep 2020Activity: Participating in or organising an event types › Chair or participant of a conference, workshop, panel, session, tutorial or event
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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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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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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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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