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ORCIDSamu Kainulainen
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2020 – today
- 2024
[j13]Salla Hietakoste
, Pablo Armañac-Julián, Tuomas Karhu, Raquel Bailón, Saara Sillanmäki, Juha Töyräs, Timo Leppänen, Sami Myllymaa, Samu Kainulainen:
Acute Cardiorespiratory Coupling Impairment in Worsening Sleep Apnea-Related Intermittent Hypoxemia. IEEE Trans. Biomed. Eng. 71(1): 326-333 (2024)- [i2]Riku Huttunen, Matias Rusanen, Sami Nikkonen, Henri Korkalainen, Samu Kainulainen:
A harmonized and interoperable format for storing and processing polysomnography data. CoRR abs/2402.06702 (2024) - 2023
- [j12]Matias Rusanen, Sami Myllymaa, Laura Kalevo, Katja Myllymaa, Juha Töyräs, Timo Leppänen, Samu Kainulainen:
Corrections to "An In-Laboratory Comparison of FocusBand EEG Device and Textile Electrodes Against a Medical-Grade System and Wet Gel Electrodes". IEEE Access 11: 37164-37165 (2023) - [j11]Marika Rissanen, Henri Korkalainen, Brett Duce, Saara Sillanmäki, Henna Pitkänen, Aaron Suni, Sami Nikkonen, Antti Kulkas, Juha Töyräs, Timo Leppänen, Samu Kainulainen:
Obstructive Sleep Apnea Patients With Atrial Arrhythmias Suffer From Prolonged Recovery From Desaturations. IEEE Trans. Biomed. Eng. 70(7): 2122-2130 (2023) - [j10]Matias Rusanen, Riku Huttunen, Henri Korkalainen, Sami Myllymaa, Juha Töyräs, Katja Myllymaa, Sigríður Sigurðardóttir, Kristin A. Olafsdottir, Timo Leppänen, Erna Sif Arnardóttir, Samu Kainulainen:
Generalizable Deep Learning-Based Sleep Staging Approach for Ambulatory Textile Electrode Headband Recordings. IEEE J. Biomed. Health Informatics 27(4): 1869-1880 (2023) - [c3]Pablo Armañac-Julián, Adrián Martín-Montero, Salla Hietakoste, Jesús Lázaro, Samu Kainulainen, David Gozal, Roberto Hornero, Pablo Laguna, Gonzalo C. Gutiérrez-Tobal, Eduardo Gil, Raquel Bailón:
Characterization of Cardiopulmonary Coupling in Pediatric Patients with Obstructive Sleep Apnea. CinC 2023: 1-4 - [c2]Eric Staykov, Dwayne L. Mann, Samu Kainulainen, Brett Duce, Timo Leppänen, Juha Töyräs, Scott A. Sands, Philip I. Terrill:
Nasal Pressure Derived Airflow Limitation and Ventilation Measurements are Resilient to Reduced Signal Quality. EMBC 2023: 1-4 - [c1]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:
Towards a Deeper Understanding of Sleep Stages through their Representation in the Latent Space of Variational Autoencoders. HICSS 2023: 3111-3120 - [i1]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, Henri Korkalainen:
aSAGA: Automatic Sleep Analysis with Gray Areas. CoRR abs/2310.02032 (2023) - 2022
- [j9]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, Esa Mervaala, Juha Töyräs, Sami Myllymaa, Timo Leppänen, Katja Myllymaa:
Deep Learning Enables Accurate Automatic Sleep Staging Based on Ambulatory Forehead EEG. IEEE Access 10: 26554-26566 (2022) - [j8]Henna Pitkänen, Brett Duce, Timo Leppänen, Samu Kainulainen, Antti Kulkas, Sami Myllymaa, Juha Töyräs, Henri Korkalainen:
Gamma Power of Electroencephalogram Arousal Is Modulated by Respiratory Event Type and Severity in Obstructive Sleep Apnea. IEEE Trans. Biomed. Eng. 69(4): 1417-1423 (2022) - 2021
- [j7]Samu Kainulainen, Henri Korkalainen, Sigríður Sigurðardóttir, Sami Myllymaa, Marta Serwatko, Sigurveig Þóra Sigurardóttir, Michael Clausen, Timo Leppänen, Erna Sif Arnardóttir:
Comparison of EEG Signal Characteristics Between Polysomnography and Self Applied Somnography Setup in a Pediatric Cohort. IEEE Access 9: 110916-110926 (2021) - [j6]Matias Rusanen, Sami Myllymaa, Laura Kalevo, Katja Myllymaa, Juha Töyräs, Timo Leppänen, Samu Kainulainen:
An In-Laboratory Comparison of FocusBand EEG Device and Textile Electrodes Against a Medical-Grade System and Wet Gel Electrodes. IEEE Access 9: 132580-132591 (2021) - [j5]Matias Rusanen, Samu Kainulainen, Henri Korkalainen, Laura Kalevo, Katja Myllymaa, Timo Leppänen, Juha Töyräs, Erna Sif Arnardóttir, Sami Myllymaa:
Technical Performance of Textile-Based Dry Forehead Electrodes Compared With Medical-Grade Overnight Home Sleep Recordings. IEEE Access 9: 157902-157915 (2021) - [j4]Henri Korkalainen, Timo Leppänen, Brett Duce, Samu Kainulainen, Juhani Aakko, Akseli Leino, Laura Kalevo, Isaac O. Afara, Sami Myllymaa, Juha Töyräs:
Detailed Assessment of Sleep Architecture With Deep Learning and Shorter Epoch-to-Epoch Duration Reveals Sleep Fragmentation of Patients With Obstructive Sleep Apnea. IEEE J. Biomed. Health Informatics 25(7): 2567-2574 (2021) - 2020
- [j3]Laura Kalevo, Sami Myllymaa, Tomi Miettinen, Akseli Leino, Samu Kainulainen, Henri Korkalainen, Katja Myllymaa, Juha Töyräs, Timo Leppänen, Tiina Laitinen:
Effect of Sweating on Electrode-Skin Contact Impedances and Artifacts in EEG Recordings With Various Screen-Printed Ag/Agcl Electrodes. IEEE Access 8: 50934-50943 (2020) - [j2]Henri Korkalainen, Juhani Aakko, Sami Nikkonen, Samu Kainulainen, Akseli Leino, Brett Duce, Isaac O. Afara, Sami Myllymaa, Juha Töyräs, Timo Leppänen:
Accurate Deep Learning-Based Sleep Staging in a Clinical Population With Suspected Obstructive Sleep Apnea. IEEE J. Biomed. Health Informatics 24(7): 2073-2081 (2020)
2010 – 2019
- 2019
- [j1]Laura Kalevo, Tomi Miettinen, Akseli Leino, Samu Kainulainen, Katja Myllymaa, Juha Töyräs, Timo Leppänen, Sami Myllymaa:
Improved Sweat Artifact Tolerance of Screen-Printed EEG Electrodes by Material Selection-Comparison of Electrochemical Properties in Artificial Sweat. IEEE Access 7: 133237-133247 (2019)
Coauthor Index
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