Resume
Academic Achievements
- - Journal Publications: [j.4] The FIX Benchmark: Extracting Features Interpretable to eXperts, etc., 4 in total
- - Conference Presentations: [c.16] Explaining Temporal Effects in Sepsis Prediction, etc., 16 in total, including [c.11] as an oral presentation
Research Experience
- - University of Pennsylvania, Brachio Lab & ASSET Center, Research Assistant, 2023 - Present
- - Seoul National University Hospital, Machine Learning Researcher, 2023
- - Sookmyung Women’s University, Data Intelligence Laboratory, Research Assistant, 2021 - 2023; Research Intern, 2020 - 2021
- - Technische Universitat Dortmund, Exchange Student, 2019 - 2020
- - University of California, Berkeley, Exchange Student, 2019
Education
- - University of Pennsylvania, PhD in Computer and Information Science, 2023 - Present, Advisor: Professor Eric Wong
- - Sookmyung Women’s University, M.S. in Computer Science, 2021 - 2023, Thesis: Explanation Methods for Deep Learning Models on Structured Data (Advisor: Professor Ki Yong Lee)
- - Sookmyung Women’s University, B.S. in Statistics & Computer Science, 2018 - 2021, Graduated with Honor (Early Graduation)
Background
- Research Interests: Explainable AI; Understanding and debugging the behavior of machine learning models mathematically to improve their reliability and robustness.