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Sami Nikkonen
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Journal Articles
- 2023
- [j6]Riku Huttunen
, Timo Leppänen
, Brett Duce
, Erna Sif Arnardóttir
, Sami Nikkonen
, Sami Myllymaa
, Juha Töyräs
, Henri Korkalainen
:
A Comparison of Signal Combinations for Deep Learning-Based Simultaneous Sleep Staging and Respiratory Event Detection. IEEE Trans. Biomed. Eng. 70(5): 1704-1714 (2023) - [j5]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) - 2022
- [j4]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) - [j3]Tuomas Karhu
, Timo Leppänen
, Juha Töyräs
, Arie Oksenberg
, Sami Myllymaa, Sami Nikkonen
:
ABOSA - Freely available automatic blood oxygen saturation signal analysis software: Structure and validation. Comput. Methods Programs Biomed. 226: 107120 (2022) - 2021
- [j2]Sami Nikkonen
, Henri Korkalainen
, Akseli Leino
, Sami Myllymaa
, Brett Duce
, Timo Leppänen
, Juha Töyräs
:
Automatic Respiratory Event Scoring in Obstructive Sleep Apnea Using a Long Short-Term Memory Neural Network. IEEE J. Biomed. Health Informatics 25(8): 2917-2927 (2021) - 2020
- [j1]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)
Conference and Workshop Papers
- 2023
- [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
Informal and Other Publications
- 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
- [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)
Coauthor Index
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