Research biography Gallery

Hyun-Suk Lee, Ph.D.

Assistant Professor,
School of Intelligent Mechatronics Engineering,
Sejong University, Seoul, Korea

Address

Research Interests

  • Machine learning for wireless communications
  • Multi-armed bandit and its applications

Education

  • Ph.D., Electrical & Electronic Engineering, Yonsei University, Seoul, Korea, Feb. 2018
  • B.S., Electrical & Electronic Engineering, Yonsei University, Seoul, Korea, Feb. 2012

Experience

  • Assistant Professor, School of Intelligent Mechatronics Engineering, Sejong University, Sep. 2020-Present
  • Postdoctoral Research Fellow, Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Sep. 2019-Aug. 2020
  • Postdoctoral Research Associate, School of Electrical and Electronic Engineering, Yonsei University, Mar. 2018-Aug. 2020

Publications and Patents

Selected Machine Learning Papers

  1. H.-S. Lee and J.-W. Lee, "Adaptive wireless power transfer beam scheduling for non-static IoT devices using deep reinforcement learning," to appear in IEEE Access.
  2. H.-S. Lee, Y. Zhang, W. Zame, C. Shen, J.-W. Lee, and M. van der Schaar, "Robust recursive partitioning for heterogeneous treatment effects with uncertainty quantification," to appear in NeurIPS 2020.
  3. H.-S. Lee, J.-Y. Kim, and J.-W. Lee, "Resource allocation in wireless networks with deep reinforcement learning: A circumstance-independent approach," IEEE Systems Journal, Vol. 14, No. 2, pp. 2589-2592, June 2020.
  4. H.-S. Lee, C. Shen, J. Jordon, and M. van der Schaar, "Contextual constrained learning for dose-finding clinical trials," in Proc. AISTATS 2020, June 2020, Palermo, Italy.
  5. H.-S. Lee and J.-W. Lee, "Contextual learning based wireless power transfer beam scheduling for IoT devices," IEEE Internet of Things Journal, Vol. 5, No. 5, pp. 9606–9620, Dec. 2019.
  6. H.-S. Lee, C. Tekin, M. van der Schaar, and J.-W. Lee, "Adaptive contextual learning for unit commitment in microgrids with renewable energy sources," IEEE Journal of Selected Topics in Signal Processing, Vol. 12, No. 4, pp. 688-702, Aug. 2018.

International Journals

  1. B.-H. Lee, H.-S. Lee, S. Moon, and J.-W. Lee, "Enhanced random access for massive machine type communications," to appear in IEEE Internet of Things Journal.
  2. H.-S. Lee and J.-W. Lee, "Adaptive wireless power transfer beam scheduling for non-static IoT devices using deep reinforcement learning," to appear in IEEE Access.
  3. W. R. Zame, I. Bica, C. Shen, A. Curth, H.-S. Lee, S. Bailey, J. Weatherall, D. Wright, F. Bretz, M. van der Schaar, "Machine learning for clinical trials in the era of COVID-19," Statistics in Biopharmaceutical Research - Special Issue on Covid-19, 2020.
  4. K.-W. Kim, H.-S. Lee, and J.-W. Lee, "Opportunistic waveform scheduling for wireless power transfer with multiple devices," IEEE Transactions on Wireless Communications, Vol. 19, No. 9, pp. 5651-5665, Sept. 2020.
  5. H.-S. Lee, J.-Y. Kim, and J.-W. Lee, "Resource allocation in wireless networks with deep reinforcement learning: A circumstance-independent approach," IEEE Systems Journal, Vol. 14, No. 2, pp. 2589-2592, June 2020.
  6. H.-S. Lee and J.-W. Lee, "EHLinQ: Distributed scheduler for D2D communication with RF energy harvesting," IEEE Systems Journal, Vol. 14, No. 2, pp. 2281-2292, June 2020.
  7. H.-S. Lee and J.-W. Lee, "Adaptive traffic management and energy cooperation in renewable energy powered cellular networks," IEEE Systems Journal, Vol. 14, No. 1, pp. 132-143, Mar. 2020.
  8. H.-S. Lee and J.-W. Lee, "Contextual learning based wireless power transfer beam scheduling for IoT devices," IEEE Internet of Things Journal, Vol. 5, No. 5, pp. 9606–9620, Dec. 2019.
  9. D.-Y. Kim, H.-S. Lee, K.-W. Kim, and J.-W. Lee, "Dual amplitude shift keying with double half-wave rectifier for SWIPT," IEEE Wireless Communications Letters, Vol. 8, No. 4, pp. 1020-1023, Aug. 2019.
  10. H.-S. Lee and J.-W. Lee, "Resource and task scheduling for SWIPT IoT systems with renewable energy sources," IEEE Internet of Things Journal, Vol. 6, No. 2, pp. 2729-2748, Apr. 2019.
  11. K.-W. Kim, H.-S. Lee, and J.-W. Lee, "Waveform design for fair wireless power transfer with multiple energy harvesting devices," IEEE Journal on Selected Areas in Communications, Vol. 37, No. 1, pp. 34-47, Jan. 2019.
  12. S. Moon, H.-S. Lee, and J.-W. Lee, "SARA: Sparse code multiple access-applied random access for IoT devices," IEEE Internet of Things Jorunal, Vol. 5, No. 4, pp. 3160-3174, Aug. 2018.
  13. H.-S. Lee, C. Tekin, M. van der Schaar, and J.-W. Lee, "Adaptive contextual learning for unit commitment in microgrids with renewable energy sources," IEEE Journal of Selected Topics in Signal Processing, Vol. 12, No. 4, pp. 688-702, Aug. 2018.
  14. H.-S. Lee and J.-W. Lee, "Task offloading in heterogeneous mobile cloud computing: Modeling, analysis, and cloudlet deployment," IEEE Access, Vol. 6, pp. 14908-14925, Mar. 2018.
  15. H.-S. Lee and J.-W. Lee, "QC2LinQ: QoS and channel-aware distributed link scheduler for D2D communication," IEEE Transactions on Wireless Communications, Vol. 15, No. 12, pp. 8565-8579, Dec. 2016.

International Conferences and Workshops

  1. H.-S. Lee, Y. Zhang, W. Zame, C. Shen, J.-W. Lee, and M. van der Schaar, "Robust recursive partitioning for heterogeneous treatment effects with uncertainty quantification," NeurIPS 2020 (accepted).
  2. H.-S. Lee, C. Shen, J. Jordon, and M. van der Schaar, "Contextual constrained learning for dose-finding clinical trials," in Proc. AISTATS 2020, June 2020, Palermo, Italy.
  3. D.-H.Bae, H.-S. Lee, and J.-W. Lee, "Low Latency Uplink Transmission," in Proc. ICEIC 2017, Jan. 2017, Phuket, Thailand.
  4. H.-S. Lee, C. Tekin, M. van der Schaar, and J.-W. Lee, "Contextual learning for unit commitment with renewable energy sources," in Proc. IEEE GlobalSIP 2016, Dec. 2016, Washington DC, USA.
  5. H.-S. Lee and J.-W. Lee, "Energy cooperation and traffic management in cellular networks with renewable energy," in Proc. IEEE Globecom 2016, Dec. 2016, Washington DC, USA.
  6. H.-S. Lee and J.-W. Lee, "QoS and channel-aware distributed link scheduling for D2D communication," in Proc. WiOpt 2016, May 2016, Arizona, USA.
  7. H.-S. Lee, D.-H.Bae, and J.-W. Lee, "Energy or traffic: which one to transfer," in Proc. IEEE VTC 2015-Fall, Sept. 2015, Boston, USA.
  8. H.-S. Lee and J.-W. Lee, "QoS and channel-aware subchannel scheduling for D2D multicast communication," in Proc. ITC-CSCC 2015, June 2015, Seoul, Korea.

Domestic Journals

  1. D.-H. Bae, H.-S. Lee, J.-W. Lee, "Low latency uplink transmission scheme in mobile communication networks," The Journal of Korean Institute of Communications and Information Sciences, vol. 42, no. 1, Jan., 2017.

Patents

  1. E. Lee, H. Lee, D. Bae, J. Lee, and I. Byun, "Method for transmitting and receiving data in wireless communication system, and device therefor," U.S. Patent 10,609,696, Mar. 31, 2020
  2. H. Noh, J. Lee, Y. Kim, H. Lee, Y. Kwak, and S. Moon, "Interface device and method in wireless communication network," U.S. Patent 10,560,958, Feb. 11, 2020
  3. J.-W. Lee, D.-Y. Kim, H.-S. Lee, and K.-Y. Kim, "Apparatus and method for transmitting and receiving information and power in wireless communication system," U.S. Patent 10,411,764, Sep. 10, 2019
  4. K. Park, H. Lee, J. Lee, and H. Ko, "Method of performing scheduling for D2D multicast communication in wireless communication system and apparatus therefor," U.S. Patent 9,706,524, Jul. 11, 2017.
  5. J.-W. Lee and H.-S. Lee, "Apparatus and method for transmitting and receiving information and power in wireless communication system," U.S. Patent Application 16/727,354, Dec. 26, 2019
  6. J.-W. Lee, B.-H. Lee, S.-J. Moon, and H.-S. Lee, "Apparatus and method for random access in wireless communication system," U.S. Patent Application 16/565,812, Sep. 10, 2019

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