Sami Nikkonen

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 9

Top Topics

Obstructive Sleep Apnea

Signal Analysis

Atrial Fibrillation

Top Venues

IEEE J. Biomed. Health Informatics

IEEE Trans. Biomed. Eng.

Publications

Riku Huttunen, Matias Rusanen, Sami Nikkonen, Henri Korkalainen, Samu Kainulainen
A harmonized and interoperable format for storing and processing polysomnography data. CoRR (2024)
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 (2023)
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) (2023)
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) (2023)
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)
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 (2022)
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 (2022)
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) (2021)
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) (2020)