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Pattern Recognition &
Wonjun Ko
Wonjun Ko
Assistant Professor
School of AI Convergence, Sungshin Women's University
A-704, Soojung BLDG., 2, Bomun-ro 34da-gil, Seongbuk-gu, Seoul, 02844, Korea Republic
Research Interests
Research Interests
Machine Learning
Bayesian Deep Learning
Topological Deep Learning
Industrial Artificial Intelligence
Biomedical Data Analytics
LATEST NEWS
LATEST NEWS
Jeongwon and Chaeyoung were awarded an "Encouragement Prize" at the 2025 Korea Computer Congress.
Selected Publications and Proceedings
Selected Publications and Proceedings
EEG-Oriented Self-Supervised Learning and Cluster-Aware Adaptation
EEG-Oriented Self-Supervised Learning and Cluster-Aware Adaptation
W. Ko and H.-I. Suk
ACM Int'l Conference on Information and Knowledge Management, 2022
CIKM2022 Acceptance Rate: 27.51%
A Deep Generative-Discriminative Learning for Multi-modal Representation Learning in Imaging Genetics
A Deep Generative-Discriminative Learning for Multi-modal Representation Learning in Imaging Genetics
W. Ko, W. Jung, E. Jeon, and H.-I. Suk
IEEE Transactions on Medical Imaging, 2022
2020-JCR-IF: 10.048, Radiology-Nuclear Medicine & Medical Imaging: 4/133
A Novel RL-assisted Deep Learning Framework for Task-informative Signals Selection and Classification for Spontaneous BCIs
A Novel RL-assisted Deep Learning Framework for Task-informative Signals Selection and Classification for Spontaneous BCIs
W. Ko, E. Jeon, and H.-I. Suk
IEEE Transactions on Industrial Informatics, 2022
2020-JCR-IF: 10.215, Engineering-Industrial: 3/111
ENGINE: Enhancing Neuroimaging and Genetic Information by Neural Embedding
ENGINE: Enhancing Neuroimaging and Genetic Information by Neural Embedding
W. Ko, W. Jung, A. W. Mulyadi, and H.-I. Suk
IEEE Int'l Conference on Data Mining, 2021
ICDM2021 Acceptance Rate: 20.0%
Multi-Scale Neuarl Network for EEG Representation Learning in BCI
Multi-Scale Neuarl Network for EEG Representation Learning in BCI
W. Ko, E. Jeon, S. Jeong, and H.-I. Suk
IEEE Computational Intelligence Magazine, 2021
2020-JCR-IF: 11.356, Computer Science-Artificial Intelligence: 7/140
A Unified Framework for Personalized Regions Selection and Functional Relation Modeling for Early MCI Identification
A Unified Framework for Personalized Regions Selection and Functional Relation Modeling for Early MCI Identification
Project, Awards, Seminars, and Advisory
Project, Awards, Seminars, and Advisory
Project
Project
해석 가능한 위상적 딥러닝 기술 기반 사용자-독립적, 프로토콜-무관한 뇌전도 표현을 통한 정신장애/뇌질환 통합 진단 프레임워크 개발 (약 5.6억원), 한국연구재단-우수신진연구 (2025-2028)
Awards
Awards
Sungshin Excellent Teaching Award, Sungshin Women's University (2024)
Korea University Achievement Award, Korea University (2022)
NAVER Ph.D. Fellowship (~$5,000), NAVER (2021)
Fundamental Scientist Scholarship (~$20,000), JW Foundation (2021)
Outstanding Trainee Award, Korea Society for Human Brain Mapping (2021)
Graduate School Junior Research Fellow Grant, Korea University (2021)
Best Paper Award, Korea University (2021)
Student Award, International BCI Society (2021, 2018)
Best Presentation Award, Korean Socienty for Human Brain Mapping (2019)
Best Paper Award, Korean Computer Congress (2018)
Seminars
Seminars
2025 명지병원 스포츠의학 최신지견 심포지엄-스포츠 의학 분야에서 꼭 알아두어야 할 인공지능의 현재와 미래, 명지병원 (2024)
Deep Representation Learning in EEG Analysis, Korean Society for EEG and Neurophysiology (2024)
Desing and Implementation of Deep Learning Models using PyTorch, Sungshin Women's University (2024)
Deep Representation Learning in Biomedicine, The Catholic University of Korea (2024)
SK Winder Data Science Engineer School, SK Inc. (2023)
Deep Reinforcement Learning and Applications, SK hynix Inc. (2022)
Advisory
Advisory
초거대 AI 확산 조성 산업(군 대상품 상태 검사 데이터), (주)에스지앤아이 (2024)
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