Sleep stages classifier with eliminated apnea impact. - Kostyantyn Slyusarenko; Illia Fedorin; Wonkyu Lee (UbiComp/ISWC Adjunct, 2019)

Smart alarm based on sleep stages prediction. - Kostyantyn Slyusarenko; Illia Fedorin (EMBC, 2020)

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

Consumer Smartwatches As a Portable PSG: LSTM Based Neural Networks for a Sleep-Related Physiological Parameters Estimation. - Illia Fedorin; Kostyantyn Slyusarenko (EMBC, 2021)

Heart rate trend forecasting during high-intensity interval training using consumer wearable devices. - Illia Fedorin; Kostyantyn Slyusarenko; Vitalii Pohribnyi; JongSeok Yoon; Gunguk Park; Hyunsu Kim (MobiCom, 2021)

Lightweight neural network based model for real-time precise HR monitoring during high intensity workout using consumer smartwatches. - Illia Fedorin; Vitalii Pohribnyi; Denys Sverdlov; Illia Krasnoshchok (EMBC, 2022)

Neural network based algorithm for a spectrogram classification of wrist-type PPG using high-order harmonics processing. - Illia Fedorin; Vitalii Pohribnyi; Denys Sverdlov; Illia Krasnoshchok (EMBC, 2022)

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)