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Research Output 2014 2020

Deep learning approach for ECG-based automated sleep state classification in preterm infants

Werth, J., Radha, M., Andriessen, P., Aarts, R. & Long, X., 1 Feb 2020, In : Biomedical Signal Processing and Control. 56, 10 p., 101663

Research output: Contribution to journalArticleAcademicpeer-review

Premature Infants
Network architecture
1 Citation (Scopus)

Estimating blood pressure trends and the nocturnal dip from photoplethysmography

Radha, M., de Groot, K., Rajani, N., Wong, C. C. P., Kobold, N., Vos, V., Fonseca, P., Mastellos, N., Wark, P. A., Velthoven, N., Haakma, R. & Aarts, R. M., 25 Feb 2019, In : Physiological Measurement. 40, 2, 14 p., 025006

Research output: Contribution to journalArticleAcademicpeer-review

Blood pressure
Blood Pressure
Long-Term Memory
Short-Term Memory

Sleep stage classification from heart-rate variability using long short-term memory neural networks

Radha, M., Ferreira dos santos da Fonseca, P., Moreau, A., Ross, M., Cerny, A., Anderer, P., Long, X. & Aarts, R., 2 Oct 2019, In : Scientific Reports. 9, 11 p., 14149

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
Neural networks
Long short-term memory

Heart rate variability-based sleep staging in healthy subjects and patients with sleep disorders

Fonseca, P., Radha, M., Ross, M., Moreau, A., Cerny, A., Overeem, S. & Anderer, P., Sep 2018, In : Journal of Sleep Research. 27, S1, 1 p., P387

Research output: Contribution to journalMeeting AbstractAcademic

Open Access

Arterial path selection to measure pulse wave velocity as a surrogate marker of blood pressure

Radha, M., Zhang, G., Gelissen, J., de Groot, K., Haakma, R. & Aarts, R. M., 8 Feb 2017, In : Biomedical Physics & Engineering Express. 3, 1, p. 1-10 10 p., 015022

Research output: Contribution to journalArticleAcademicpeer-review

Pulse Wave Analysis
Blood Pressure

Student theses

Ambient-light and sonification feedback to support home-based resistance training for normo- and pre-hypertensive individuals

Author: den Boer, N., 29 Mar 2018

Supervisor: Radha, M. (Supervisor 1), Willemsen, M. (Supervisor 2) & IJsselsteijn, W. (Supervisor 2)

Student thesis: Master


IRT-based lifestyle coaching for hypertension management

Author: Boerhof, M., 31 Dec 2015

Supervisor: Willemsen, M. (Supervisor 1), IJsselsteijn, W. (Supervisor 2) & Radha, M. (Supervisor 2)

Student thesis: Master


Surrogate blood pressure monitoring using contact sensors

Author: Kumar, P., 30 Aug 2016

Supervisor: Aarts, R. (Supervisor 1) & Radha, M. (External coach)

Student thesis: Master