Sami Nikkonen

Accurate Deep Learning-Based Sleep Staging in a Clinical Population with Suspected Obstructive Sleep Apnea

Henri Korkalainen, Timo Leppänen, Juhani Aakko et al. · IEEE Journal of Biomedical and Health Informatics · 2019 · 159 citations · Full text

Medicine, Health Informatics, Machine Learning +16

Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea

Henri Korkalainen, Juhani Aakko, Brett Duce et al. · SLEEP · 2020 · 134 citations · Full text

Computing, Health Informatics, Biomedical Signal Processing +16

Artificial neural network analysis of the oxygen saturation signal enables accurate diagnostics of sleep apnea

Sami Nikkonen, Isaac O. Afara, Timo Leppänen et al. · Scientific Reports · 2019 · 58 citations · Full text

Medicine, Health Informatics, Biomedical Signal Processing +16

A Comparison of Signal Combinations for Deep Learning-Based Simultaneous Sleep Staging and Respiratory Event Detection

R. Huttunen, Timo Leppänen, Brett Duce et al. · IEEE Transactions on Biomedical Engineering · 2022 · 49 citations · Full text

Medicine, Health Informatics, Biomedical Signal Processing +16

Automatic Respiratory Event Scoring in Obstructive Sleep Apnea Using a Long Short-Term Memory Neural Network

Sami Nikkonen, Henri Korkalainen, Akseli Leino et al. · IEEE Journal of Biomedical and Health Informatics · 2021 · 46 citations · Full text

Medicine, Health Informatics, Machine Learning +16