SomnNET: An SpO2 Based Deep Learning Network for Sleep Apnea Detection in Smartwatches. - Arlene John; Koushik Kumar Nundy; Barry Cardiff; Deepu John (EMBC, 2021)

Multimodal Multiresolution Data Fusion Using Convolutional Neural Networks for IoT Wearable Sensing. - Arlene John; Koushik Kumar Nundy; Barry Cardiff; Deepu John (IEEE Trans. Biomed. Circuits Syst., 2021)

ANNet: A Lightweight Neural Network for ECG Anomaly Detection in IoT Edge Sensors. - Gawsalyan Sivapalan; Koushik Kumar Nundy; Soumyabrata Dev; Barry Cardiff; Deepu John (IEEE Trans. Biomed. Circuits Syst., 2022)

Interpretable Rule Mining for Real-Time ECG Anomaly Detection in IoT Edge Sensors. - Gawsalyan Sivapalan; Koushik Kumar Nundy; Alex Pappachen James; Barry Cardiff; Deepu John (IEEE Internet Things J., 2023)