Exploratory analysis of associations between individual lifestyles and heart rate variability -based recovery during sleep. - Julia Pietila; Elina Helander; Tero Myllymaki; Ilkka Korhonen; Holly B. Jimison; Misha Pavel (EMBC, 2015)

Identification of Parkinson's Disease Utilizing a Single Self-recorded 20-step Walking Test Acquired by Smartphone's Inertial Measurement Unit. - Saeed Mehrang; Milla Jauhiainen; Julia Pietilä; Juha Puustinen; Jari Ruokolainen; Hannu Nieminen (EMBC, 2018)

An Activity Recognition Framework Deploying the Random Forest Classifier and A Single Optical Heart Rate Monitoring and Triaxial Accelerometer Wrist-Band. - Saeed Mehrang; Julia Pietila; Ilkka Korhonen (Sensors, 2018)

Prediction of Self-Perceived Stress and Arousal Based on Electrodermal Activity. - Tomppa Pakarinen; Julia Pietilä; Hannu Nieminen (EMBC, 2019)