HDFD Lab
High-Dimensional & Functional Data Lab
Yonsei University | Division of Data Science · Department of Information and Statistics
홈
프로젝트
연구성과
구성원
대학원생 모집
연구성과
연구성과 및 주요 학술활동입니다.
Publications
01
Functional Data Analysis of Human Drivers' Car-following Behavior in the Mixed Traffic of Human-driven Vehicles and Autonomous Vehicles
Yujin Park
, Chris Lee, Eunsik Kim, Jae Keun Yoo, Kyongwon Kim (2026) ·
Transportation Letters
02
Nonlinear functional sufficient dimension reduction via principal fitted components
Minjee Kim*,
Yujin Park*
, Kyongwon Kim, Jae Keun Yoo (2025) ·
Statistics and Computing
03
On sufficient dimension reduction methods based on a graphical model with non-concave penalty
Yujin Park
, Kyongwon Kim, Jae Keun Yoo (2025) ·
Statistics and Computing
04
Using noise filtering and sufficient dimension reduction method on unstructured economic data
Jae Keun Yoo*,
Yujin Park*
, Beomseok Seo (2024) ·
The Korean Journal of Applied Statistics
05
On cross-distance selection algorithm for hybrid sufficient dimension reduction
Yujin Park
, Kyongwon Kim, Jae Keun Yoo (2022) ·
Computational Statistics & Data Analysis
06
Machine learning approach for study on subway passenger flow
Yujin Park
, Yoonhee Choi, Kyongwon Kim, Jae Keun Yoo (2022) ·
Scientific Reports
* Co-first Author
Working Papers
01
Effective Yield Prediction for High-Dimensional Semiconductor Manufacturing Data via Sufficient Dimension Reduction
Yujin Park
· Work in Progress
02
Bootstrap Inference for Functional Data in RKHS under Non-Gaussian Errors
Sojin Kim,
Yujin Park^
· Work in Progress
03
Estimating Dynamic Price of Anarchy in Urban Road Networks: A Spatio-Temporal Graph Neural Network Approach
Haram Oh,
Yujin Park^
· Work in Progress
^ Corresponding Author
Talks
01
Functional Data Analysis and Dimension Reduction
Yujin Park
연세대학교 의료통계학과 세미나 · 2026
02
On cross-distance selection algorithm for hybrid sufficient dimension reduction
Yujin Park
, Kyongwon Kim, Jae Keun Yoo
CMSTAT · 2023
Academic Service
01
Peer Review
Quality and Quantity · Discover Artificial Intelligence · Travel Behaviour and Society · Scientific Reports · IEEE Access
02
통계 분석 자문
건강보험공단 · 2026