Stochastic Imputation and Uncertainty-Aware Attention to EHR for Mortality Prediction. - Eunji Jun; Ahmad Wisnu Mulyadi; Heung-Il Suk (IJCNN, 2019)

Unified Modeling of Imputation, Forecasting, and Prediction for AD Progression. - Wonsik Jung; Ahmad Wisnu Mulyadi; Heung-Il Suk (MICCAI (4), 2019)

ENGINE: Enhancing Neuroimaging and Genetic Information by Neural Embedding. - Wonjun Ko; Wonsik Jung; Eunjin Jeon; Ahmad Wisnu Mulyadi; Heung-Il Suk (ICDM, 2021)

Efficient Continuous Manifold Learning for Time Series Modeling. - Seungwoo Jeong; Wonjun Ko; Ahmad Wisnu Mulyadi; Heung-Il Suk (CoRR, 2021)

Uncertainty-Gated Stochastic Sequential Model for EHR Mortality Prediction. - Eunji Jun; Ahmad Wisnu Mulyadi; Jaehun Choi; Heung-Il Suk (IEEE Trans. Neural Networks Learn. Syst., 2021)

Continuous Riemannian Geometric Learning for Sleep Staging Classification. - Seungwoo Jeong; Wonjun Ko; Ahmad Wisnu Mulyadi; Heung-Il Suk (BCI, 2022)

XADLiME: eXplainable Alzheimer's Disease Likelihood Map Estimation via Clinically-guided Prototype Learning. - Ahmad Wisnu Mulyadi; Wonsik Jung; Kwanseok Oh; Jee Seok Yoon; Heung-Il Suk (CoRR, 2022)

Uncertainty-Aware Variational-Recurrent Imputation Network for Clinical Time Series. - Ahmad Wisnu Mulyadi; Eunji Jun; Heung-Il Suk (IEEE Trans. Cybern., 2022)

KindMed: Knowledge-Induced Medicine Prescribing Network for Medication Recommendation. - Ahmad Wisnu Mulyadi; Heung-Il Suk (CoRR, 2023)

Estimating explainable Alzheimer's disease likelihood map via clinically-guided prototype learning. - Ahmad Wisnu Mulyadi; Wonsik Jung; Kwanseok Oh; Jee Seok Yoon; Kun Ho Lee; Heung-Il Suk (NeuroImage, 2023)

Prototype-Guided Contrastive Knowledge Graph Representation Learning for Diagnosis Prediction. - Wooyeol Park; Ahmad Wisnu Mulyadi; Eunsong Kang; Heung-Il Suk (ICPRAI (1), 2024)

Deep Efficient Continuous Manifold Learning for Time Series Modeling. - Seungwoo Jeong; Wonjun Ko; Ahmad Wisnu Mulyadi; Heung-Il Suk (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

A quantitatively interpretable model for Alzheimer's disease prediction using deep counterfactuals. - Kwanseok Oh; Da-Woon Heo; Ahmad Wisnu Mulyadi; Wonsik Jung; Eunsong Kang; Kun Ho Lee; Heung-Il Suk (NeuroImage, 2025)