Henri Korkalainen
Senior Researcher
Postdoctoral Researcher, Doctor of Philosophy, Medical Physics
Department of Technical Physics, Faculty of Science, Forestry and Technology
Research focused on the applications of machine learning to sleep medicine. Interests in biosignal analysis, neural networks, data analysis, sleep apnea diagnostics, and health technology.
Publications
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Artificial intelligence in sleep medicine I: Diagnosis, treatment, care, and research
Sharafkhaneh, Amir; Hirshkowitz, Max; Razjouyan, Javad; BaHammam, Ahmed; Leppanen, Timo; Shin, Chol; Korkalainen, Henri; Penzel, Thomas, 2026, Sleep medicine reviews, 88, 102295. A2 Review article, Literature review, Systematic review -
Automated daily adaptation for breast cancer radiotherapy: benefits of deep learning-driven dose prediction workflow for CBCT-based adaptation
Pesonen, Nina; Viren, Tuomas; Mankinen, Mikko; Leino, Akseli; Heikkilä, Janne; Maladenige, Hiran CG; Seppälä, Jan; Korkalainen, Henri, 2026, Physics in medicine and biology, 71, 7, 075001. A1 Journal article (refereed), original research -
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 -
Editorial: Novel technologies in the diagnosis and management of sleep-disordered breathing, volume III
Zou, Ding; Korkalainen, Henri, 2026, Frontiers in sleep, 4, 1767653. B1 Non-refereed journal articles -
KaSARi: a national framework for standardized, automated, and predictive radiotherapy in Finland
Seppälä, Jan; Tengström, Maria; Korkalainen, Henri; Virén, Tuomas; Honkanen, Juuso TJ; Nikkinen, Juha; Lehtiö, Kaisa; Ålgars, Annika; Keyriläinen, Jani; Suilamo, Sami; Nurmi, Heidi; Skyttä, Tanja; Boman, Eeva; Vatanen, Tero; Sailas, Liisa; Arkko, Ulla-Mari; Vuolukka, Kristiina; Koivumäki, Tuomas; Metsäharju, Tiina; Voivalin, Timo; Heikkilä, Janne, 2026, Acta oncologica, 65, 430-436. 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 -
A comprehensive dose-volume histogram-based index for radiotherapy treatment plan quality evaluation: application to breast cancer radiotherapy
Maladenige, Hiran CG; Seppälä, Jan; Viren, Tuomas; Honkanen, Juuso TJ; Heikkilä, Janne; Leino, Akseli; Korkalainen, Henri, 2025, Physics in medicine and biology, 70, 21, 215011. A1 Journal article (refereed), original research -
A novel mobile application to examine impaired vigilance through digital means
Pahari, Purbanka; Schmitz, Lisa; Richert, Elena; Jóhannsdóttir, Kamilla Rún; Kristbergsdóttir, Hlín; Korkalainen, Henri; Töyräs, Juha; Leppänen, Timo; Nikkonen, Sami; Arnardottir, Erna Sif; Islind, Anna Sigridur, 2025, Scientific reports, 15, 1, 39115. A1 Journal article (refereed), original research -
Editorial: Novel technologies in the diagnosis and management of sleep-disordered breathing, volume II
Zou, Ding; Korkalainen, Henri, 2025, Frontiers in sleep, 4, 1-4. B1 Non-refereed journal articles -
Validation of manually scored multichannel frontal electroencephalography against polysomnography in a paediatric cohort
Sigurdardottir, Sigridur; Pitkänen, Henna; Korkalainen, Henri; Kainulainen, Samu; Serwatko, Marta; Olafsdottir, Kristin A; Sigurðardóttir, Sigurveig Þ; Clausen, Michael; Somaskandhan, Pranavan; Stražišar, Barbara G; Leppänen, Timo; Arnardottir, Erna Sif, 2025, Journal of sleep research, 34, 6, e70012. A1 Journal article (refereed), original research