Research Publication Milestones
- (Network Learning) Markov Decision Policies for Dynamic Video Delivery in Wireless Caching Networks, <emph1>IEEE Transactions on Wireless Communications (2020)</emph1>
- (Autonomous Driving) Randomized Adversarial Imitation Learning for Autonomous Driving, IJCAI: International Joint Conference on Artificial Intelligence (2019)
- (Electric Vehicle) New Challenges of Wireless Power Transfer and Secured Billing for Internet of Electric Vehicles, <emph1>IEEE Communications Magazine (2019)</emph1>
- (Wireless Video) Seamless Dynamic Adaptive Streaming in LTE/Wi-Fi Integrated Network under Smartphone Resource Constraints, <emph1>IEEE Transactions on Mobile Computing (2019)</emph1>
- (Wireless Network) Dynamic Power Allocation and User Scheduling for Power-Efficient and Delay-Constrained Multiple Access Networks, <emph1>IEEE Transactions on Wireless Communications (2019)</emph1>
- (IoT Platform) SGCO: Stabilized Green Crosshaul Orchestration for Dense IoT Offloading Services, <emph1>IEEE Journal on Selected Areas in Communications (2018)</emph1>
- (Wireless Video) Wireless Video Caching and Dynamic Streaming Under Differentiated Quality Requirements, <emph1>IEEE Journal on Selected Areas in Communications (2018)</emph1>
- (AI Platform) ShmCaffe: A Distributed Deep Learning Platform with Shared Memory Buffer for HPC Architecture, IEEE ICDCS: International Conference on Distributed Computing Systems (2018)
- (Wireless Video) REQUEST: Seamless Dynamic Adaptive Streaming over HTTP for Multi-Homed Smartphone under Resource Constraints, ACM MM: International Conference on Multimedia (2017)
- (Wireless Video) Quality-Aware Streaming and Scheduling for Device-to-Device Video Delivery, <emph1>IEEE/ACM Transactions on Networking (2016)</emph1>
- (Mobile Platform) Energy-Efficient Rate-Adaptive GPS-based Positioning for Smartphones, ACM MobiSys: International Conference on Mobile Systems, Applications, and Services (2010)
Research Projects (Active)
- <bullet_title>Development of Quantum Deep Reinforcement Learning Algorithm using QAOA</bullet_title>, <emph_link>National Research Foundation of Korea</emph_link> (10/2019--04/2022)
- <bullet_title>Distributed Secure Platform for Scalable Clinical OMOP CDM Models</bullet_title>, <emph_link>Ministry of Health and Welfare</emph_link> (04/2019--03/2022)
- <bullet_title>mmWave Radar and Deep Reinforcement Learning based Optimal Policy Autonomous Driving</bullet_title>, <emph_link>National Research Foundation of Korea</emph_link> (06/2019--02/2022)
- <bullet_title>Development of Privacy-Reinforcing Distributed Transfer-Iterative Learning Algorithm</bullet_title>, <emph_link>Ministry of Health and Welfare</emph_link> (07/2019--12/2021)
- <bullet_title>Virtual Presence in Moving Objects through 5G (PriMO-5G)</bullet_title>, <emph_link>Institute for ICT Promotion</emph_link> (06/2018--05/2021)
- <bullet_title>Autonomous Driving Control using Deep Learning</bullet_title>, <emph_link>Korea University College of Engineering</emph_link> (09/2019--08/2020)
- <bullet_title>Network Engineering: Development and Application of Novel Data Science Driven Framework for Efficient Network Design</bullet_title>, <emph_link>National Research Foundation of Korea <emph2>(Basic Research Laboratory)</emph2></emph_link> (06/2017--05/2020)
- <bullet_title>Visual Recognition Software Implementation using Deep Learning Tools</bullet_title>, <emph_link>Hyundai/Kia Motors</emph_link> (05/2019--11/2019)
Educational Backgrounds
- <bullet_title>University of Southern California (USC) - Viterbi School of Engineering</bullet_title>, Los Angeles, California, USA
- Ph.D. (08/2009--08/2014) in Computer Science (Advisor: Prof. Andreas F. Molisch, Department of Electrical Engineering)
- M.S. (05/2014) in Computer Science (Specialization in High Performance Computing and Simulations)
- M.S. (05/2012) in Electrical Engineering
- <bullet_title>Korea University</bullet_title>, Seoul, Republic of Korea
- M.S. (03/2004--02/2006) in Computer Science and Engineering (Advisor: Prof. Wonjun Lee, School of Information Security)
- B.S. (03/1999--02/2004) in Computer Science and Engineering