Early detection of migraine attacks based on wearable sensors: experiences of data collection using Empatica E4. - Heli Koskimäki; Henna Mönttinen; Pekka Siirtola; Hanna-Leena Huttunen; Raija Halonen; Juha Röning (UbiComp/ISWC Adjunct, 2017)

Using Sleep Time Data from Wearable Sensors for Early Detection of Migraine Attacks. - Pekka Siirtola; Heli Koskimäki; Henna Mönttinen; Juha Röning (Sensors, 2018)

Wrist-worn Wearable Sensors to Understand Insides of the Human Body: Data Quality and Quantity. - Pekka Siirtola; Ella Peltonen; Heli Koskimäki; Henna Mönttinen; Juha Röning; Susanna Pirttikangas (WearSys@MobiSys, 2019)