- 🔭 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:
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📊 Learning & Decision Making
- Reinforcement Learning, Contextual Reinforcement Learning, Generalization, Transfer Learning
- Multi-objective Optimization, Agentic Modeling, Large Language Models
- Sequential Decision-making under Uncertainty
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🚋 Transportation Systems
- Transit Design, Shared Mobility, Mixed Autonomy, Advisory Autonomy
- Compliance-aware and participation-sensitive planning
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🌱 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
- Email: jhooncho@mit.edu
- GitHub
