Research output per year
Research output per year
- 15 results
Search results
-
2025
Personalized multiclass stress and cognitive load detection
Tervonen, J., 23 Feb 2025, In: CEUR Workshop Proceedings. 3928, 5 p., 68.Research output: Contribution to journal › Article in a proceedings journal › Scientific › peer-review
Open Access -
2024
Baseline user calibration for cold-start model personalization in mental state estimation
Tervonen, J., Nath, R., Pettersson, K., Närväinen, J. & Mäntyjärvi, J., Jun 2024, Pervasive Computing Technologies for Healthcare. PH 2023.. Springer, p. 34-48 (Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, Vol. 572).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
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Head-area sensing in virtual reality: future visions for visual perception and cognitive state estimation
Pettersson, K., Tervonen, J., Heininen, J. & Mäntyjärvi, J., 20 Sept 2024, In: Frontiers in Virtual Reality. 5, 1423756.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile21 Downloads (Pure) -
2023
Acute Stress Data-Based Fast Biometric System Using Contrastive Learning and Ultra-Short ECG Signal Segments
Nath, R. K., Tervonen, J., Närväinen, J., Pettersson, K. & Mäntyjärvi, J., 8 Oct 2023, Adjunct Proceedings of the 2023 ACM International Joint Conference on Pervasive and Ubiquitous Computing & the 2023 ACM International Symposium on Wearable Computing, UbiComp/ISWC ’23. Association for Computing Machinery ACM, p. 642-647 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access2 Citations (Scopus) -
Cold-Start Model Adaptation: Evaluation of Short Baseline Calibration
Tervonen, J., Nath, R. K., Pettersson, K., Närväinen, J. & Mäntyjärvi, J., 8 Oct 2023, Adjunct Proceedings of the 2023 ACM International Joint Conference on Pervasive and Ubiquitous Computing & the 2023 ACM International Symposium on Wearable Computing, UbiComp/ISWC ’23. Association for Computing Machinery ACM, p. 417-422 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access2 Citations (Scopus) -
Explainable stress type classification captures physiologically relevant responses in the Maastricht Acute Stress Test
Tervonen, J., Närväinen, J., Mäntyjärvi, J. & Pettersson, K., 5 Dec 2023, In: Frontiers in Neuroergonomics. 4, 1294286.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile7 Citations (Scopus)46 Downloads (Pure) -
Towards Multi-Functional ECG Smart System Based on a Client-Edge-Cloud Architecture
Nath, R. K., Tervonen, J., Narvainen, J., Pettersson, K. & Mantyjarvi, J., 2023, 2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI). IEEE Institute of Electrical and Electronic EngineersResearch output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
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Towards Self-Supervised Learning of ECG Signal Representation for the Classification of Acute Stress Types
Nath, R. K., Tervonen, J., Närväinen, J., Pettersson, K. & Mäntyjärvi, J., 5 Jun 2023, GLSVLSI 2023 - Proceedings of the Great Lakes Symposium on VLSI 2023. Association for Computing Machinery ACM, p. 85-90Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access5 Citations (Scopus) -
2022
Video2IMU: Realistic IMU features and signals from videos
Lämsä, A., Tervonen, J., Liikka, J., Casado, C. A. & Bordallo Lopez, M., 1 Nov 2022, 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics and IEEE-EMBS International Conference on Wearable and Implantable Body Sensor Networks: Proceedings. IEEE Institute of Electrical and Electronic Engineers, 5 p. (International Workshop on Wearable and Implantable Body Sensor Networks (BSN)).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
2 Citations (Scopus) -
2021
Forecasting office indoor CO2 concentration using machine learning with a one-year dataset
Kallio, J., Tervonen, J., Räsänen, P., Mäkynen, R., Koivusaari, J. & Peltola, J., Jan 2021, In: Building and Environment. 187, 107409.Research output: Contribution to journal › Article › Scientific › peer-review
73 Citations (Scopus) -
In Search of Harmful Stress
Tervonen, J., Närväinen, J., Mäntyjärvi, J. & Pettersson, K., 21 Sept 2021, UbiComp/ISWC 2021 - Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers. Association for Computing Machinery ACM, p. 215-217 3 p.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access3 Citations (Scopus) -
Predicting Headline Effectiveness in Online News Media using Transfer Learning with BERT
Tervonen, J., Sormunen, T., Lämsä, A., Peltola, J., Kananen, H. & Järvinen, S., Jul 2021, Proceedings of the 2nd International Conference on Deep Learning Theory and Applications, DeLTA 2021: Proceedings of the 2nd International Conference on Deep Learning Theory and Applications. Fred, A., Sansone, C. & Madani, K. (eds.). SciTePress, Vol. 1. p. 29-37 9 p.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access2 Citations (Scopus) -
Ultra-Short Window Length and Feature Importance Analysis for Cognitive Load Detection from Wearable Sensors
Tervonen, J., Pettersson, K. & Mäntyjärvi, J., 1 Mar 2021, In: Electronics. 10, 5, p. 1-19 19 p., 613.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile25 Citations (Scopus)155 Downloads (Pure) -
2020
Personalized mental stress detection with self-organizing map: From laboratory to the field
Tervonen, J., Puttonen, S., Sillanpää, M. J., Hopsu, L., Homorodi, Z., Keränen, J., Pajukanta, J., Tolonen, A., Lämsä, A. & Mäntyjärvi, J., Sept 2020, In: Computers in Biology and Medicine. 124, 103935.Research output: Contribution to journal › Article › Scientific › peer-review
30 Citations (Scopus) -
Selecting Feature Sets and Comparing Classification Methods for Cognitive State Estimation
Pettersson, K., Tervonen, J., Närväinen, J., Henttonen, P., Määttänen, I. & Mäntyjärvi, J., Oct 2020, Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020. IEEE Institute of Electrical and Electronic Engineers, p. 683-690 8 p. 9288104Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
16 Citations (Scopus)