Reinforcement learning

• Reinforcement learning based energy harvesting communications
• Self-driving autonomous transit

Quantum Machine Learning

AI-based Medical Diagnostics

• MRI brain tumor segmentation and brain metastasis detection
• Pathological cancer cell detection in microscopical scanned image

Meta-learning and Bayesian Learning

• Bayesian optimization for deep neural networks
• Active learning based model agnostic meta-learning

Deep learning applications (Communications)

• Generative adversarial training
• Deep Learning Approach for Automotive Radar Interference Mitigation
• Deep learning model of signal detection for molecular communications

Distributed computing and storage

• Secure distributed computing
• Private Information Retrieval
• Coded caching

Graph-theory based unsupervised learning

• Spectral methods for unsupervised learning
• Graph theoretical generative models

Network information theory

• MIMO
• Interference alignment

양자 딥러닝을 위한 배치학습 최적화 문제 해결

 Institute for Information & communication Technology Planning & evaluation(IITP)

Graph theory based generative adversarial networks and meta-learning

Samsung Electronics (2018.03 – present)

Deep and reinforcement learning techniques for smart IoT networks

National research foundation (2017.03-Present)

Deep learning based customer information modeling

Samsung cards

A Study on Paralysis Technique of Digital Communication under Cyber Electronic Warfare

Agency for Defense Development (2016.03 – Present)

Research on non-RF communication systems

Agency for Defense Development (2013.10. – 2021. 12.)