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Data, Network, AI (DNA) Research
[1] AI + Cybersecurity

- Seunghyun Yoon, Jin-Hee Cho, Dong Seong Kim, Terrence J. Moore, Frederica F. Nelson, Hyuk Lim, Nandi Leslie, and Charles Kamhoua, "Moving target defense for in-vehicle software-defined networking: IP shuffling in network slicing with multiagent deep reinforcement learning," SPIE Defense + Commercial Sensing Conference on "Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications II", Anaheim, CA, USA, April 26-30, 2020.
- Jargalsaikhan Narantuya, Jiwon Yang, JongWon Kim, and Hyuk Lim, "Intelligent cyber-attack defense system using virtual honeynets for cloud security," AAAI-20 Workshop on Cloud Intelligence (in conjunction with AAAI Conference on Artificial Intelligence), New York, NY, USA, February 7-12, 2020.
- Jiwon Yang, Jargalsaikhan Narantuya, and Hyuk Lim, "Bayesian neural network based encrypted traffic classification using initial handshake packets," IEEE/IFIP International Conference on Dependable Systems and Networks (DSN) - Fast Abstract Session, Portland, Oregon, USA, June 24 – 27, 2019.
[2] Privacy-Preserving AI
[3] AI + Energy (building energy management, smart energy grid)
- Sunyong Kim, Rami Mowakeaa, Seung-Jun Kim, and Hyuk Lim, "Building energy management for demand response using kernel lifelong learning," IEEE Access, vol. 8, pp. 82131-82141, April 2020. (IF 3.745)
- Sunyong Kim and Hyuk Lim, "Reinforcement learning based energy management algorithm for smart energy buildings," Energies, special issue on "Energy efficiency in plants and buildings", vol. 11, no. 8, article no. 2010, August 2018. (IF 2.676)
- Jiae Lee, Zhamila Issimova, and Hyuk Lim, "Reinforcement learning based charging station management for electric vehicles," ACM e-Energy - Poster Session, Karlsruhe, Germany, June 12-15, 2018.
[4] AI + Networks (software-defined networking, network slicing, 5G)
- Yohan Kim, Sunyong Kim, and Hyuk Lim, "Reinforcement learning based resource management for network slicing," Applied Sciences, special issue on "Applications of AI for 5G and beyond communications: Network management, operation, and automation", vol. 9, no. 11, article no. 2361, June 2019. (IF 2.217)
- Ryangsoo Kim, Yonggang Kim, Nam Yul Yu, Seung-Jun Kim, and Hyuk Lim, "Online learning based downlink transmission coordination in ultra-dense mmWave heterogeneous networks," IEEE Transactions on Wireless Communications, vol. 18, no. 4, pp. 2200-2214, April 2019. (IF 6.394)
- Ryangsoo Kim, Hyuk Lim, and Bhaskar Krishnamachari, "Prefetching-based data dissemination in vehicular cloud systems," IEEE Transactions on Vehicular Technology, vol. 65, no. 1, pp. 292-306, January 2016. (IF 2.243)
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