Research Groups

통신 및 머신러닝 연구실

Communications and Machine Learning Lab (CML)

Prof. : Prof. Jung Woo Lee

Research Area : Communications and Machine Learning Lab (CML)

  • http://cml.snu.ac.kr
  • Tel. 02-880-1756 / Fax. 02-878-1452
  • 301-555, Seoul National University San56-1, Shilim-dong, Gwanak-gu, Seoul

  • About the Laboratory & Research Area
  • In the Communication and Machine Learning Laboratory, we research deep learning, machine learning, reinforcement learning, energy harvesting and distributed computing. 1) In the deep learning area, we research unsupervised learning, natural language processing, and Bayesian learning. 2) In the reinforcement learning area, we research reinforcement learning based energy harvesting, imitation learning, multiagent learning. 3) In the distributed computing area, we research the optimization between computing power and communication bandwidth, the failure of storage system, and coded caching.

    ▶ Research
    Machine Learning
    Deep Learning
    Reinforcement Learning
    Distributed Computing & Storage
    Energy Harvesting
  • Research Interests & Projects
  • Journals & Patents
  • - "An Outer Bound on the Storage-Bandwidth Tradeoff of Exact-Repair Cooperative Regenerating Codes," in IEEE Transactions on Information Theory in Nov. 2017
    - "Coordinated Beamformig for Multi-cell MIMO-NOMA," in IEEE Communications Letters, vol. 21, no. 1, pp. 84-87, Jan. 2017.
    - "Non-Orthogonal Multiple Access in Multi-Cell Networks: Theory, Performance, and Practical Challenges," in IEEE Communcation Magazine, Oct. 2017
    - "A Scalable Framework for Secure Distributed Computing," 2018 Information Theory and Applications Workshop