Research

Thesis

Ph.D Degree

Unsupervised Deep Pattern Clustering for Risk Prediction in Driving Behaviors and Road Segments via Autonomous Vehicle Data

Younghoon Seo
Feb, 2026

M.S. Degree

Classification of Driving Behaviors Based on Clustering of Real-World Trajectory Data

Jihye You
Feb, 2026

Development of a Multi-Stage Spatial Transition-Based Method for Hierarchical Classification of Traffic Incident Impact Zones

Sungmin Yoo
Feb, 2026

Development of a Take-over Occurrence Prediction Model Using Real-Road Autonomous Driving Data

Eungju Lee
Feb, 2026

LLM-Based Contextual Understanding of Real-World Driving Behavior and Realistic Reproduction in Traffic Simulation

Chiwoo Roh
Aug, 2025

Research on Development of Traffic Signal Optimization Operation Framework Based on Imitation Learning

Eugene Lee
Feb, 2025

Development of an Artificial Intelligence-Based Traffic Accident Severity Prediction Model Using Structured and Unstructured Traffic Accident Data

Haneul Park
Feb, 2024

Optimization of Automated Driving Parameters Based on Road Hierarchy and Characteristic

Gyungtaek Oh
Feb, 2023

A Stated Preference Analysis of Smart Mobility Services among Urban Mobility Hubs

Jiho Hong
Feb, 2023