Selecting Feature Sets and Comparing Classification Methods for Cognitive State Estimation. - Kati Pettersson; Jaakko Tervonen; Johanna Närväinen; Pentti Henttonen; Ilmari Määttänen; Jani Mäntyjärvi (BIBE, 2020)

Personalized mental stress detection with self-organizing map: From laboratory to the field. - Jaakko Tervonen; Sampsa Puttonen; Mikko J. Sillanpää; Leila Hopsu; Zsolt Homorodi; Janne Keränen; Janne Pajukanta; Antti Tolonen; Arttu Lämsä; Jani Mäntyjärvi (Comput. Biol. Medicine, 2020)

Predicting Headline Effectiveness in Online News Media using Transfer Learning with BERT. - Jaakko Tervonen; Tuomas Sormunen; Arttu Lämsä; Johannes Peltola; Heidi Kananen; Sari Järvinen (DeLTA, 2021)

In Search of Harmful Stress. - Jaakko Tervonen; Johanna Närväinen; Jani Mäntyjärvi; Kati Pettersson (UbiComp/ISWC Adjunct, 2021)

Video2IMU: Realistic IMU features and signals from videos. - Arttu Lämsä; Jaakko Tervonen; Jussi Liikka; Constantino Álvarez Casado; Miguel Bordallo López (BSN, 2022)

Towards Multi-Functional ECG Smart System Based on a Client-Edge-Cloud Architecture. - Rajdeep Kumar Nath; Jaakko Tervonen; Johanna Närväinen; Kati Pettersson; Jani Mäntyjärvi (BHI, 2023)

Towards Self-Supervised Learning of ECG Signal Representation for the Classification of Acute Stress Types. - Rajdeep Kumar Nath; Jaakko Tervonen; Johanna Närväinen; Kati Pettersson; Jani Mäntyjärvi (ACM Great Lakes Symposium on VLSI, 2023)

Acute Stress Data-Based Fast Biometric System Using Contrastive Learning and Ultra-Short ECG Signal Segments. - Rajdeep Kumar Nath; Jaakko Tervonen; Johanna Närväinen; Kati Pettersson; Jani Mäntyjärvi (UbiComp/ISWC Adjunct, 2023)

Cold-Start Model Adaptation: Evaluation of Short Baseline Calibration. - Jaakko Tervonen; Rajdeep Kumar Nath; Kati Pettersson; Johanna Närväinen; Jani Mäntyjärvi (UbiComp/ISWC Adjunct, 2023)

Personalized multiclass stress and cognitive load detection. - Jaakko Tervonen (DS (LB), 2024)

Head-area sensing in virtual reality: future visions for visual perception and cognitive state estimation. - Kati Pettersson; Jaakko Tervonen; J. Heininen; Jani Mäntyjärvi (Frontiers Virtual Real., 2024)

A Survey on Sensor-Based Techniques for Continuous Stress Monitoring in Knowledge Work Environments. - Johanna Kallio; Elena Vildjiounaite; Jaakko Tervonen; Miguel Bordallo López (ACM Trans. Comput. Heal., 2025)