Respiratory events screening using consumer smartwatches. - Illia Fedorin; Kostyantyn Slyusarenko; Margaryta Nastenko (UbiComp/ISWC Adjunct, 2020)

Forecasting of breathing events during nocturnal sleep using encoder-decoder recurrent neural network based on a sensors data of consumer smartwatches. - Illia Fedorin; Anastasiia Smielova; Margaryta Nastenko; Illia Krasnoshchok (EMBC, 2023)

From Sprint to Recovery: LSTM-Powered Heart Rate Recovery Forecasting in HIIT Sessions. - Illia Fedorin; Anastasiia Smielova; Margaryta Nastenko; Illia Krasnoshchok (EMBC, 2024)