Improved Sweat Artifact Tolerance of Screen-Printed EEG Electrodes by Material Selection-Comparison of Electrochemical Properties in Artificial Sweat. - Laura Kalevo; Tomi Miettinen; Akseli Leino; Samu Kainulainen; Katja Myllymaa; Juha Töyräs; Timo Leppänen; Sami Myllymaa (IEEE Access, 2019)

Effect of Sweating on Electrode-Skin Contact Impedances and Artifacts in EEG Recordings With Various Screen-Printed Ag/Agcl Electrodes. - Laura Kalevo; Sami Myllymaa; Tomi Miettinen; Akseli Leino; Samu Kainulainen; Henri Korkalainen; Katja Myllymaa; Juha Töyräs; Timo Leppänen; Tiina Laitinen (IEEE Access, 2020)

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)

Comparison of EEG Signal Characteristics Between Polysomnography and Self Applied Somnography Setup in a Pediatric Cohort. - Samu Kainulainen; Henri Korkalainen; Sigríður Sigurðardóttir; Sami Myllymaa; Marta Serwatko; Sigurveig Þóra Sigurardóttir; Michael Clausen; Timo Leppänen; Erna Sif Arnardóttir (IEEE Access, 2021)

Technical Performance of Textile-Based Dry Forehead Electrodes Compared With Medical-Grade Overnight Home Sleep Recordings. - Matias Rusanen; Samu Kainulainen; Henri Korkalainen; Laura Kalevo; Katja Myllymaa; Timo Leppänen; Juha Töyräs; Erna Sif Arnardóttir; Sami Myllymaa (IEEE Access, 2021)

An In-Laboratory Comparison of FocusBand EEG Device and Textile Electrodes Against a Medical-Grade System and Wet Gel Electrodes. - Matias Rusanen; Sami Myllymaa; Laura Kalevo; Katja Myllymaa; Juha Töyräs; Timo Leppänen; Samu Kainulainen (IEEE Access, 2021)

Detailed Assessment of Sleep Architecture With Deep Learning and Shorter Epoch-to-Epoch Duration Reveals Sleep Fragmentation of Patients With Obstructive Sleep Apnea. - Henri Korkalainen; Timo Leppänen; Brett Duce; Samu Kainulainen; Juhani Aakko; Akseli Leino; Laura Kalevo; Isaac O. Afara; Sami Myllymaa; 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)

Gamma Power of Electroencephalogram Arousal Is Modulated by Respiratory Event Type and Severity in Obstructive Sleep Apnea. - Henna Pitkänen; Brett Duce; Timo Leppänen; Samu Kainulainen; Antti Kulkas; Sami Myllymaa; Juha Töyräs; Henri Korkalainen (IEEE Trans. Biomed. Eng., 2022)

Characterization of Cardiopulmonary Coupling in Pediatric Patients with Obstructive Sleep Apnea. - Pablo Armañac-Julián; Adrián Martín-Montero; Salla Hietakoste; Jesús Lázaro 002; Samu Kainulainen; David Gozal; Roberto Hornero; Pablo Laguna; Gonzalo C. Gutiérrez-Tobal; Eduardo Gil; Raquel Bailón (CinC, 2023)

Nasal Pressure Derived Airflow Limitation and Ventilation Measurements are Resilient to Reduced Signal Quality. - Eric Staykov; Dwayne L. Mann; Samu Kainulainen; Brett Duce; Timo Leppänen; Juha Töyräs; Scott A. Sands; Philip I. Terrill (EMBC, 2023)

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)

Corrections to "An In-Laboratory Comparison of FocusBand EEG Device and Textile Electrodes Against a Medical-Grade System and Wet Gel Electrodes". - Matias Rusanen; Sami Myllymaa; Laura Kalevo; Katja Myllymaa; Juha Töyräs; Timo Leppänen; Samu Kainulainen (IEEE Access, 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)

Generalizable Deep Learning-Based Sleep Staging Approach for Ambulatory Textile Electrode Headband Recordings. - Matias Rusanen; Riku Huttunen; Henri Korkalainen; Sami Myllymaa; Juha Töyräs; Katja Myllymaa; Sigríður Sigurðardóttir; Kristin A. Olafsdottir; Timo Leppänen; Erna Sif Arnardóttir; Samu Kainulainen (IEEE J. Biomed. Health Informatics, 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)

Acute Cardiorespiratory Coupling Impairment in Worsening Sleep Apnea-Related Intermittent Hypoxemia. - Salla Hietakoste; Pablo Armañac-Julián; Tuomas Karhu; Raquel Bailón; Saara Sillanmäki; Juha Töyräs; Timo Leppänen; Sami Myllymaa; Samu Kainulainen (IEEE Trans. Biomed. Eng., 2024)