Hyun-Suk Lee, Ph.D.
Assistant Professor,
School of Intelligent Mechatronics Engineering,
Sejong University, Seoul, Korea
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
- 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.
- 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.
- 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.
- 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.
- 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.
- 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
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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
- 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).
- 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.
- D.-H.Bae, H.-S. Lee, and J.-W. Lee, "Low Latency Uplink Transmission," in Proc. ICEIC 2017, Jan. 2017, Phuket, Thailand.
- 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.
- 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.
- 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.
- 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.
- 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
- 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
- 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
- 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
- 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
- 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.
- 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
- 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