Research Interests

1

Statistical Machine Learning

2

Deep learning Theory

3

Fair AI

4

Explainable AI

5

Bayesian Statistics​

Awards

2025, 한국인공지능학회, 2025 하계학술대회 우수논문 (Title: “Knowledge Distillation of Uncertainty using Deep Latent Factor Model”)

2024, 한국인공지능학회, 2024 추계학술대회 우수논문상 (Title: “A projection scheme to prevent within-group discrimination by group-fair model”)

2024, 한국인공지능학회, 2024 하계학술대회 우수논문상 (Title: “Stable Neural Oblivious Decision Ensembles (SNODE): Interpretable model using functional ANOVA Model.”)

2023, 한국인공지능학회, 2023 하계학술대회 우수논문상 (Title: “Meta ANOVA: a model-agnostic tool for interpretable machine learning”)

2023, 한국인공지능학회, 2023 하계학술대회 우수논문상 (Title: “Nonconvex penalized matrix completion methods for causal panel data analysis”)

2020, 한국인공지능학회, 2020 추계학술대회 최우수논문 (Title : “Understanding deep semi-supervised learning methods”)

2020, 한국인공지능학회, 2020 하계학술대회 우수논문 (Title: “Purifying Noisy Labels in Classification by Adversarial Search and Semi-supervised Learning”)

2019, Institute of Mathematical Statistics, Fellow

2018, Gallop award, Korean Statistical Society

2017, ICCM (International Consoritum of Chinese Mathematicians) Best Paper Award

2002, IEEE (International Conference on Data Mining. Maebashi, JAPAN) Best Paper Award (Title: “Convex Hull Ensemble Machine”)