Timo Leppanen

Publications (10)

Nasal Pressure Derived Airflow Limitation and Ventilation Measurements are Resilient to Reduced Signal Quality.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference

Avec: Eric Staykov , Dwayne L Mann , Samu Kainulainen , Brett Duce , Timo Leppanen , Juha Toyras , Scott A Sands , Philip I Terrill

Automatic Respiratory Event Scoring in Obstructive Sleep Apnea Using a Long Short-Term Memory Neural Network.

IEEE journal of biomedical and health informatics

Avec: Sami Nikkonen , Henri Korkalainen , Akseli Leino , Sami Myllymaa , Brett Duce , Timo Leppanen , Juha Toyras

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

IEEE transactions on bio-medical engineering

Avec: Riku Huttunen , Timo Leppanen , Brett Duce , Erna S Arnardottir , Sami Nikkonen , Sami Myllymaa , Juha Toyras , Henri Korkalainen

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

IEEE journal of biomedical and health informatics

Avec: M Rusanen , R Huttunen , H Korkalainen , S Myllymaa , J Toyras , K Myllymaa , S Sigurdardottir , K A Olafsdottir , T Leppanen , E S Arnardottir , S Kainulainen

Accurate Deep Learning-Based Sleep Staging in a Clinical Population With Suspected Obstructive Sleep Apnea.

IEEE journal of biomedical and health informatics

Avec: Henri Korkalainen , Juhani Aakko , Sami Nikkonen , Samu Kainulainen , Akseli Leino , Brett Duce , Isaac O Afara , Sami Myllymaa , Juha Toyras , Timo Leppanen

Variation in the Photoplethysmogram Response to Arousal From Sleep Depending on the Cause of Arousal and the Presence of Desaturation.

IEEE journal of translational engineering in health and medicine

Avec: Mieli Luukinen , Henna Pitkanen , Timo Leppanen , Juha Toyras , Anna Sigridur Islind , Samu Kainulainen , Henri Korkalainen

Detailed Assessment of Sleep Architecture With Deep Learning and Shorter Epoch-to-Epoch Duration Reveals Sleep Fragmentation of Patients With Obstructive Sleep Apnea.

IEEE journal of biomedical and health informatics

Avec: Henri Korkalainen , Timo Leppanen , Brett Duce , Samu Kainulainen , Juhani Aakko , Akseli Leino , Laura Kalevo , Isaac O Afara , Sami Myllymaa , Juha Toyras

Gamma Power of Electroencephalogram Arousal Is Modulated by Respiratory Event Type and Severity in Obstructive Sleep Apnea.

IEEE transactions on bio-medical engineering

Avec: Henna Pitkanen , Brett Duce , Timo Leppanen , Samu Kainulainen , Antti Kulkas , Sami Myllymaa , Juha Toyras , Henri Korkalainen

Obstructive Sleep Apnea Patients With Atrial Arrhythmias Suffer From Prolonged Recovery From Desaturations.

IEEE transactions on bio-medical engineering

Avec: Marika Rissanen , Henri Korkalainen , Brett Duce , Saara Sillanmaki , Henna Pitkanen , Aaron Suni , Sami Nikkonen , Antti Kulkas , Juha Toyras , Timo Leppanen , Samu Kainulainen

Acute cardiorespiratory coupling impairment in worsening sleep apnea-related intermittent hypoxemia.

IEEE transactions on bio-medical engineering

Avec: Salla Hietakoste , Pablo Armanac-Julian , Tuomas Karhu , Raquel Bailon , Saara Sillanmaki , Juha Toyras , Timo Leppanen , Sami Myllymaa , Samu Kainulainen

Réseau de co-auteurs

Juha Toyras 9 collaborations

Samu Kainulainen 7 collaborations

Brett Duce 7 collaborations

Henri Korkalainen 7 collaborations

Sami Myllymaa 6 collaborations

Sami Nikkonen 4 collaborations

Akseli Leino 3 collaborations

Henna Pitkanen 3 collaborations

Juhani Aakko 2 collaborations

Isaac O Afara 2 collaborations

Antti Kulkas 2 collaborations

Saara Sillanmaki 2 collaborations

Eric Staykov 1 collaboration

Dwayne L Mann 1 collaboration

Scott A Sands 1 collaboration

Philip I Terrill 1 collaboration

Riku Huttunen 1 collaboration

Erna S Arnardottir 1 collaboration

M Rusanen 1 collaboration

R Huttunen 1 collaboration

H Korkalainen 1 collaboration

S Myllymaa 1 collaboration

J Toyras 1 collaboration

K Myllymaa 1 collaboration

S Sigurdardottir 1 collaboration

K A Olafsdottir 1 collaboration

T Leppanen 1 collaboration

E S Arnardottir 1 collaboration

S Kainulainen 1 collaboration

Mieli Luukinen 1 collaboration

Anna Sigridur Islind 1 collaboration

Laura Kalevo 1 collaboration

Marika Rissanen 1 collaboration

Aaron Suni 1 collaboration

Salla Hietakoste 1 collaboration

Pablo Armanac-Julian 1 collaboration

Tuomas Karhu 1 collaboration

Raquel Bailon 1 collaboration