Matias Rusanen
Postdoctoral Researcher
Department of Technical Physics, Faculty of Science, Forestry and Technology
Publications
15/15 items-
Direct Quantification of Uncertainty in Deep Learning-Based Automatic Sleep Staging
Vainikka, Miika; Huttunen, Riku; Kainulainen, Samu; Korkalainen, Henri; Rusanen, Matias, 2026, IEEE transactions on biomedical engineering, 73, 6, 2144-2154. A1 Journal article (refereed), original research -
Participation in Sleep Europe Conferences: Insights From Early Career Professionals
Ravikumar, Monisha; Pawley, Michaela; Biller, Anna M.; van Egmond, Lieve; Stankeviciute, Laura; Rusanen, Matias; Noain, Daniela; Dias, Inês; Hartescu, Iuliana; Pilkington‐Cheney, Fran; Michalak, Adriana, 2026, Journal of sleep research, [First published: 31 May 2026], 1-14. A1 Journal article (refereed), original research -
RAVEN: Software for automated sleep microstructure analysis from electroencephalography
Arolaakso, Mikko; Pitkänen, Henna; Pitkänen, Minna; Rusanen, Matias; Korkalainen, Henri; Karhu, Tuomas; Häkkinen, Saila; Hiltunen, Mika; Kainulainen, Samu, 2026, Biomedical signal processing and control, 123, Part B, 110552. A1 Journal article (refereed), original research -
Optimal Electroencephalogram and Electrooculogram Signal Combination for Deep Learning-based Sleep Staging
Tashakori, Masoumeh; Rusanen, Matias; Karhu, Tuomas; Huttunen, Riku; Leppanen, Timo; Nikkonen, Sami, 2025, IEEE journal of biomedical and health informatics, 29, 7, 4741-4747. A1 Journal article (refereed), original research -
A comparative analysis of unsupervised machine‐learning methods in PSG‐related phenotyping
Ghorvei, Mohammadreza; Karhu, Tuomas; Hietakoste, Salla; Ferreira‐Santos, Daniela; Hrubos‐Strøm, Harald; Islind, Anna Sigridur; Biedebach, Luka; Nikkonen, Sami; Leppänen, Timo; Rusanen, Matias, 2024, Journal of sleep research, 34, 3, e14349. A1 Journal article (refereed), original research -
Excessive daytime sleepiness is associated with relative delta frequency power among patients with mild OSA
Howarth, Timothy; Tashakori, Masoumeh; Karhu, Tuomas; Rusanen, Matias; Pitkänen, Henna; Oksenberg, Arie; Nikkonen, Sami, 2024, Frontiers in neurology, 15, 1367860. A1 Journal article (refereed), original research -
Interhemispheric differences of electroencephalography signal characteristics in different sleep stages
Tashakori, Masoumeh; Rusanen, Matias; Karhu, Tuomas; Grote, Ludger; Nath, Rajdeep Kumar; Leppänen, Timo; Nikkonen, Sami, 2024, Sleep medicine, 117, 201-208. A1 Journal article (refereed), original research -
Retrospective validation of automatic sleep analysis with grey areas model for human‐in‐the‐loop scoring approach
Rusanen, Matias; Jouan, Gabriel; Huttunen, Riku; Nikkonen, Sami; Sigurðardóttir, Sigríður; Töyräs, Juha; Duce, Brett; Myllymaa, Sami; Arnardottir, Erna Sif; Leppänen, Timo; Islind, Anna Sigridur; Kainulainen, Samu; Korkalainen, Henri, 2024, Journal of sleep research, 34, 3, e14362. A1 Journal article (refereed), original research -
Self-applied electroencephalography sensor techniques for home-based sleep recordings
Rusanen, Matias, 2024, Publications of the University of Eastern Finland. Dissertations in Science, Forestry and Technology. G5 Doctoral dissertation (article) -
Generalizable Deep Learning-based Sleep Staging Approach for Ambulatory Textile Electrode Headband Recordings
Rusanen, Matias; Huttunen, Riku; Korkalainen, Henri; Myllymaa, Sami; Toyras, Juha; Myllymaa, Katja; Sigurdardottir, Sigridur; Olafsdottir, Kristin Anna; Leppanen, Timo; Arnardottir, Erna Sif; Kainulainen, Samu, 2023, IEEE journal of biomedical and health informatics, 27, 4, 1869-1880. A1 Journal article (refereed), original research