Antti Kulkas

9PUBLICATIONS
27CO-AUTHORS
Deep learningSystems physiologyEvolutionary impacts of climate changeCell and nuclear divisionMajor global burdens of disease
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Publications (9)

|Jul 16, 2026
Automated deep learning-based arousal detection complies with ten expert scorers in unseen data.

|Jun 19, 2026
Respiratory event type and duration modulate PPG waveforms in OSA.

|Dec 01, 2025
Hypoxemia and arousals modulate cardiac responses to respiratory events in obstructive sleep apnea.

Serajeddin Ebrahimian, Saara Sillanmäki, Marika Rissanen

|Nov 30, 2023
Morbid obesity influences the nocturnal electrocardiogram wave and interval durations among suspected sleep apnea patients.

Samu Kainulainen, Aaron Suni, Jukka A Lipponen

|Sep 13, 2021
Beyond the apnea-hypopnea index: alternative diagnostic parameters and machine learning solutions for estimation of sleep apnea severity.

Timo Leppänen, Sami Myllymaa, Antti Kulkas

|Aug 10, 2021
Diabetes and cardiovascular diseases are associated with the worsening of intermittent hypoxaemia.

Tuomas Karhu, Sami Myllymaa, Sami Nikkonen

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Frequent Collaborators

8 joint publications

Timo Leppänen

5 joint publications

Samu Kainulainen

5 joint publications

Brett Duce

5 joint publications

Juha Töyräs