Mental Stress Classification Based on a Support Vector Machine and Naive Bayes Using Electrocardiogram Signals. - Mingu Kang; Siho Shin; Gengjia Zhang; Jaehyo Jung; Youn Tae Kim (Sensors, 2021)

Development of a Variety of Fast Machine Learning Model for ECG-based Arrhythmia Classifier. - Gengjia Zhang; Siho Shin; Jaehyo Jung; Meina Li; Youn Tae Kim (AIKE, 2022)

Machine learning Algorithm for Non-invasive Blood Pressure Estimation Using PPG Signals. - Gengjia Zhang; Siho Shin; Jaehyo Jung; Meina Li; Youn Tae Kim (AIKE, 2022)

Depression Diagnosis Algorithm Based on 2-stream CNN Using Facial Image. - Daegil Choi; Gengjia Zhang; Da Eun Kim; Jaehyo Jung (ICIS, 2023)

Reconstruction of ABP Waveform from the ECG or PPG Signals Using Enhanced 1-D UNetwork. - Gengjia Zhang; Daegil Choi; Da Eun Kim; Jaehyo Jung (ICIS, 2023)

Decision Tree Algorithm for Depression Diagnosis from Facial Images. - Daegil Choi; Gengjia Zhang; Siho Shin; Jaehyo Jung (ICAIC, 2023)

Cuff-less blood pressure estimation from ECG and PPG using CNN-LSTM algorithms. - Gengjia Zhang; Daegil Choi; Siho Shin; Jaehyo Jung (ICAIC, 2023)

Depression Diagnosis Algorithm Based on R2U-Net Using Facial Images. - Daegil Choi; Gengjia Zhang; Jaehyo Jung (ICMLA, 2023)

Cascade forest regression algorithm for non-invasive blood pressure estimation using PPG signals. - Gengjia Zhang; Siho Shin; Jaehyo Jung (Appl. Soft Comput., 2023)

Mental Stress Detection Using PPG Signals Based on Transformer-LSTM Model. - Zhiqiang Liu; Ziyu Shi; Gengjia Zhang; Jaehyo Jung; Meina Li (BIBM, 2024)

Building an Explainable Deep Residual Network for Depression Detection from ECG Signals. - Gengjia Zhang; Ziyu Shi; Zhiqiang Liu; Jaehyo Jung; Meina Li (BIBM, 2024)

Development of continuous cuffless blood pressure prediction platform using enhanced 1-D SENet-LSTM. - Gengjia Zhang; Daegil Choi; Jaehyo Jung (Expert Syst. Appl., 2024)

Reconstruction of arterial blood pressure waveforms based on squeeze-and-excitation network models using electrocardiography and photoplethysmography signals. - Gengjia Zhang; Daegil Choi; Jaehyo Jung (Knowl. Based Syst., 2024)

STSFF-Net: A two-stream network for depression detection from facial expressions. - Daegil Choi; Jisun Hong; Jihun Lee; Zhiqiang Liu; Gengjia Zhang; Jaehyo Jung (Neurocomputing, 2025)