Accurate Deep Learning-Based Sleep Staging in a Clinical Population With Suspected Obstructive Sleep Apnea. - Henri Korkalainen; Juhani Aakko; Sami Nikkonen; Samu Kainulainen; Akseli Leino; Brett Duce; Isaac O. Afara; Sami Myllymaa; Juha Töyräs; Timo Leppänen (IEEE J. Biomed. Health Informatics, 2020)

Automatic Respiratory Event Scoring in Obstructive Sleep Apnea Using a Long Short-Term Memory Neural Network. - Sami Nikkonen; Henri Korkalainen; Akseli Leino; Sami Myllymaa; Brett Duce; Timo Leppänen; Juha Töyräs (IEEE J. Biomed. Health Informatics, 2021)

Deep Learning Enables Accurate Automatic Sleep Staging Based on Ambulatory Forehead EEG. - Akseli Leino; Henri Korkalainen; Laura Kalevo; Sami Nikkonen; Samu Kainulainen; Alexander Ryan; Brett Duce; Kirsi Sipila; Jari Ahlberg; Johanna Sahlman; Tomi Miettinen; Susanna Westeren-Punnonen; et al. (IEEE Access, 2022)

ABOSA - Freely available automatic blood oxygen saturation signal analysis software: Structure and validation. - Tuomas Karhu; Timo Leppänen; Juha Töyräs; Arie Oksenberg; Sami Myllymaa; Sami Nikkonen (Comput. Methods Programs Biomed., 2022)

Towards a Deeper Understanding of Sleep Stages through their Representation in the Latent Space of Variational Autoencoders. - Luka Biedebach; Matias Rusanen; Timo Leppänen; Anna Sigridur Islind; Benedikt Thordarson; Erna Sif Arnardóttir; Maria Óskarsdóttir; Henri Korkalainen; Sami Nikkonen; Samu Kainulainen; Juha Töyräs; Sami Myllymaa (HICSS, 2023)

aSAGA: Automatic Sleep Analysis with Gray Areas. - Matias Rusanen; Gabriel Jouan; Riku Huttunen; Sami Nikkonen; Sigríður Sigurðardóttir; Juha Töyräs; Brett Duce; Sami Myllymaa; Erna Sif Arnardóttir; Timo Leppänen; Anna Sigridur Islind; Samu Kainulainen; et al. (CoRR, 2023)

A Comparison of Signal Combinations for Deep Learning-Based Simultaneous Sleep Staging and Respiratory Event Detection. - Riku Huttunen; Timo Leppänen; Brett Duce; Erna Sif Arnardóttir; Sami Nikkonen; Sami Myllymaa; Juha Töyräs; Henri Korkalainen (IEEE Trans. Biomed. Eng., 2023)

Obstructive Sleep Apnea Patients With Atrial Arrhythmias Suffer From Prolonged Recovery From Desaturations. - Marika Rissanen; Henri Korkalainen; Brett Duce; Saara Sillanmäki; Henna Pitkänen; Aaron Suni; Sami Nikkonen; Antti Kulkas; Juha Töyräs; Timo Leppänen; Samu Kainulainen (IEEE Trans. Biomed. Eng., 2023)

A harmonized and interoperable format for storing and processing polysomnography data. - Riku Huttunen; Matias Rusanen; Sami Nikkonen; Henri Korkalainen; Samu Kainulainen (CoRR, 2024)

Optimal Electroencephalogram and Electrooculogram Signal Combination for Deep Learning-Based Sleep Staging. - Masoumeh Tashakori; Matias Rusanen; Tuomas Karhu; Riku Huttunen; Timo Leppänen; Sami Nikkonen (IEEE J. Biomed. Health Informatics, 2025)