• 🔭 Ph.D. Candidate in Civil and Environmental Engineering at MIT, advised by Prof. Cathy Wu
• 🎓 B.S. & M.S. in Civil Engineering, Seoul National University

I work at the intersection of machine learning, decision-making, and transportation systems, with a focus on:

• 📊 Learning & Decision Making

  • Reinforcement Learning, Contextual Reinforcement Learning, Generalization, Transfer Learning
  • Multi-objective Optimization, Agentic Modeling, Large Language Models
  • Sequential Decision-making under Uncertainty

• 🚋 Transportation Systems

  • Transit Design, Shared Mobility, Mixed Autonomy, Advisory Autonomy
  • Compliance-aware and participation-sensitive planning

• 🌱 Sustainability & 🛣️ Infrastructure

  • Decarbonization and eco-driving incentives
  • Data-driven system design for equitable and efficient mobility
  • Energy-efficient Automatic Train Control

🔗 Learn more: www.junghooncho.com

• Google Scholar
• ResearchGate

• Email: jhooncho@mit.edu
• LinkedIn
• GitHub