Sami Myllymaa

Kuopio, Finland

Last Updated: 09/26/2026

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Found 55 publications

Hypnodensity sleep metrics from fingertip photoplethysmography are better associated with daytime sleepiness and fatigue than traditional metrics from polysomnography.

Hypnodensity sleep metrics from fingertip photoplethysmography are better associated with daytime sleepiness and fatigue than traditional metrics from polysomnography.

Journal: Pulmonology

Published: June 12, 2026

Electromyography Frequency Spectrum Is a Better Indicator of Sleep Bruxism Severity Related to Temporomandibular Disorder Pain Than Conventional Masticatory Muscle Activation and Bruxism Time Indices-A Pilot Study.

Electromyography Frequency Spectrum Is a Better Indicator of Sleep Bruxism Severity Related to Temporomandibular Disorder Pain Than Conventional Masticatory Muscle Activation and Bruxism Time Indices-A Pilot Study.

Journal: Journal of sleep research

Published: August 18, 2025

Retrospective validation of automatic sleep analysis with grey areas model for human-in-the-loop scoring approach.

Retrospective validation of automatic sleep analysis with grey areas model for human-in-the-loop scoring approach.

Journal: Journal of sleep research

Published: June 03, 2024

Nocturnal short-term heart rate variability reflects impaired daytime vigilance better than overnight heart rate variability in suspected obstructive sleep apnea patients.

Nocturnal short-term heart rate variability reflects impaired daytime vigilance better than overnight heart rate variability in suspected obstructive sleep apnea patients.

Journal: Sleep

Published: May 16, 2024

Acute Cardiorespiratory Coupling Impairment in Worsening Sleep Apnea-Related Intermittent Hypoxemia.

Acute Cardiorespiratory Coupling Impairment in Worsening Sleep Apnea-Related Intermittent Hypoxemia.

Journal: IEEE transactions on bio-medical engineering

Published: July 31, 2023

Generalizable Deep Learning-Based Sleep Staging Approach for Ambulatory Textile Electrode Headband Recordings.

Generalizable Deep Learning-Based Sleep Staging Approach for Ambulatory Textile Electrode Headband Recordings.

Journal: IEEE journal of biomedical and health informatics

Published: April 06, 2023

Self-applied somnography: technical feasibility of electroencephalography and electro-oculography signal characteristics in sleep staging of suspected sleep-disordered adults.

Self-applied somnography: technical feasibility of electroencephalography and electro-oculography signal characteristics in sleep staging of suspected sleep-disordered adults.

Journal: Journal of sleep research

Published: March 23, 2023

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

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

Journal: IEEE transactions on bio-medical engineering

Published: November 28, 2022

ABOSA - Freely available automatic blood oxygen saturation signal analysis software: Structure and validation.

ABOSA - Freely available automatic blood oxygen saturation signal analysis software: Structure and validation.

Journal: Computer methods and programs in biomedicine

Published: May 30, 2022

Desaturation event scoring criteria affect the perceived severity of nocturnal hypoxic load.

Desaturation event scoring criteria affect the perceived severity of nocturnal hypoxic load.

Journal: Sleep medicine

Published: May 18, 2022

Obstructive sleep apnoea-related respiratory events and desaturation severity are associated with the cardiac response.

Obstructive sleep apnoea-related respiratory events and desaturation severity are associated with the cardiac response.

Journal: ERJ open research

Published: March 04, 2022

Editorial: Machine Learning and Wearable Technology in Sleep Medicine.

Editorial: Machine Learning and Wearable Technology in Sleep Medicine.

Journal: Frontiers in digital health

Published: December 30, 2021

Showing 1-12 of 55

Last Updated: 09/26/2026