Smart Wearable Band for Stress Detection. - Muhammad Zubair 006; Changwoo Yoon; Hyunyoung Kim; Jisu Kim; Jinsul Kim (ICITCS, 2015)

An Automated ECG Beat Classification System Using Convolutional Neural Networks. - Muhammad Zubair 006; Jinsul Kim; Changwoo Yoon (ICITCS, 2016)

Mental Stress Assessment via Ultra-Short-Term Recordings of Photoplethysmographic Sensor. - Muhammad Zubair 006; Changwoo Yoon (ICCCS, 2019)

Multilevel mental stress detection using ultra-short pulse rate variability series. - Muhammad Zubair 006; Changwoo Yoon (Biomed. Signal Process. Control., 2020)

Metadata Modeling and Operation Flow of Problem Solving Ecosystem for ECG Data Engineering and Arrhythmia Diagnosis. - Sungpil Woo; Young-Ho Suh; Muhammad Zubair 006; Boyun Eom; Dong-Hwan Park; Sunhwan Lim; Chanwon Park (ICTC, 2021)

Arrhythmia Detection Using Convolutional Neural Networks with Temporal Attention Mechanism. - Muhammad Zubair 006; Sung-Pil Woo; Sunhwan Lim; Chanwon Park (ICTC, 2021)

Anomaly Detection and Reporting System for POS. - Changwoo Yoon; Muhammad Zubair 006 (ICEIC, 2022)

Conditional GAN based Collaborative Filtering with Data Augmentation for Cold-Start User. - Sungpil Woo; Muhammad Zubair 006; Sunhwan Lim; Chanwon Park; Daeyoung Kim 001 (ICTC, 2022)

Cost-Sensitive Learning for Anomaly Detection in Imbalanced ECG Data Using Convolutional Neural Networks. - Muhammad Zubair 006; Changwoo Yoon (Sensors, 2022)

Federated Learning in Prediction of Dementia Stage: An Experimental Study. - Boyun Eom; Muhammad Zubair 006; Dong-Hwan Park; Hyunhak Kim; Young-Ho Suh; Sunhwan Lim; Chanwon Park (ICTC, 2023)

Empirical Study of Attention Mechanism on Neural Ordinary Differential Equations. - Sungpil Woo; Muhammad Zubair 006; Sunhwan Lim; Daeyoung Kim 001 (ICTC, 2024)

Deep Representation Learning for Multimodal Emotion Recognition Using Physiological Signals. - Muhammad Zubair 006; Sungpil Woo; Sunhwan Lim; Changwoo Yoon (IEEE Access, 2024)

Deep Representation Learning With Sample Generation and Augmented Attention Module for Imbalanced ECG Classification. - Muhammad Zubair 006; Sungpil Woo; Sunhwan Lim; Daeyoung Kim 001 (IEEE J. Biomed. Health Informatics, 2024)

Deep multimodal emotion recognition using modality-aware attention and proxy-based multimodal loss. - Sungpil Woo; Muhammad Zubair 006; Sunhwan Lim; Daeyoung Kim 001 (Internet Things, 2025)