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
58/58 items-
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 -
Association of major adverse cardiovascular events with the apnea-hypopnea index, desaturation severity parameters, and cardiac troponins in participants of the Akershus Sleep APnea (ASAP) cohort
Feng, Xin; Sigurdardottir, Fjola; Arnardottir, Erna Sif; Dammen, Toril; Einvik, Gunnar; Korkalainen, Henri; Klungsøyr, Ole; Leppänen, Timo; Nordhus, Inger Hilde; Nikkonen, Sami; Töyräs, Juha; Thorshov, Thea; Øverby, Tonje Caroline; Omland, Torbjørn; Hrubos-Strøm, Harald, 2026, Sleep, 49, 8, zsag013. A1 Journal article (refereed), original research -
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 -
Automated deep learning-based arousal detection complies with ten expert scorers in unseen data
Pitkänen, Henna; Huttunen, Riku; Tashakori, Masoumeh; Rissanen, Marika; Rusanen, Matias; Gretarsdottir, Heidur; Arnardottir, Erna Sif; Paunio, Tiina; Kulkas, Antti; Nikkonen, Sami; Leppänen, Timo; Korkalainen, Henri, 2026, Sleep, [Epub ahead of print 21 Aug 2026], zsag191. A1 Journal article (refereed), original research -
Deep learning‐based dose prediction for stereotactic prostate cancer radiotherapy with CyberKnife
Magga, Hilla; Korkalainen, Henri; Virén, Tuomas; Heikkilä, Janne; Seppälä, Jan; Leino, Akseli, 2026, Journal of applied clinical medical physics, 27, 10, e70784. 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 -
Review of Hypoxemia Quantification Methods for Assessing the Severity of Obstructive Sleep Apnea
Pahari, Purbanka; Nikkonen, Sami; Howarth, Timothy; Parekh, Ankit; Bubu, Omonigho Michael; Töyräs, Juha; Leppänen, Timo; Korkalainen, Henri, 2026, Current sleep medicine reports, 12, 1, 46. A2 Review article, Literature review, Systematic review