Journal Papers

Google Scholar Profile

Preprints

  1. W. Chen, R. Zhou, C. Tian, and C. Shen, “On Top-k Selection from m-wise Partial Rankings via Borda Counting,” submitted.

  2. X. Wei and C. Shen, “Federated Learning over Noisy Channels: Convergence Analysis and Design Examples,” arXiv:2101.02198

2021

  1. X. Wei, Y. Jiang, X. Wang and C. Shen, “Tx-Rx Reciprocity Calibration for Hybrid Massive MIMO Systems,” IEEE Wireless Communications Letters, accepted for publication

  2. C. Shen, Z. Qian, A. Huyuk, and M. van der Schaar, “MARS: Assisting Human with Information Processing Tasks Using Machine Learning,” ACM Transactions on Computing for Healthcare, accepted for publication

  3. S. Chen *, C. Shen *, L. Zhang, and Y. Tang, “Dynamic Aggregation for Heterogeneous Quantization in Federated Learning,” IEEE Trans. Wireless Commun., vol. 20, no. 10, pp. 6804-6819, Oct. 2021 (*: equal contribution)

  4. C. Shi and C. Shen, “Multi-player Multi-armed Bandits with Collision-Dependent Reward Distributions,” IEEE Trans. Signal Processing, vol. 69, pp. 4385-4402, July 2021

  5. S. Zheng, C. Shen, and X. Chen, “Design and Analysis of Uplink and Downlink Communications for Federated Learning,” IEEE J. Select. Areas Commun., Series on Machine Learning for Communications and Networks, vol. 39, no. 7, pp. 2150-2167, July 2021

  6. C. Shi and C. Shen, “On No-Sensing Adversarial Multi-player Multi-armed Bandits with Collision Communications,” IEEE Journal on Selected Areas in Information Theory, Special Issue on Sequential, Active, and Reinforcement Learning, vol. 2, no. 2, pp. 515–533, June 2021

  7. C. Shen, J. Xu, S. Zheng, and X. Chen, “Resource Rationing for Wireless Federated Learning: Concept, Benefits, and Challenges,” IEEE Commun. Mag., Data Science and Artificial Intelligence Series, vol. 59, no. 5, pp. 82-87, May 2021

  8. L. Chen, C. Shen, P. Zhou, J. Xu, “Collaborative Service Placement for Edge Computing in Dense Small Cell Networks,” IEEE Trans. Mobile Comput., vol. 20, no. 2, pp. 377-390, Feb. 2021

2020

  1. W. R. Zame, I. Bica, C. Shen, A. Curth, H.-S. Lee, S. Bailey, J. Weatherall, D. Wright, F. Bretz, and M. van der Schaar, “Machine learning for clinical trials in the era of COVID-19,” Statistics in Biopharmaceutical Research, Special Issue on Covid-19, Vol. 12, No. 4, Page(s): 506-517, Aug. 2020.

  2. S. Liu, S. Chen, C. Shen, M. Ismail, and R. Kumar, “Improved Low-Resolution Quantized SIMO Estimation via Deep Learning,” IEEE Wireless Commun. Letters, Vol. 9, No. 8, Page(s): 1331-1335, Aug. 2020

  3. S. Chen, L. Zhang, Y. Tang, C. Shen, R. Kumar, K. Yu, U. Tariq, A. K. Bashir, “Indoor temperature monitoring using wireless sensor networks: A SMAC application in smart cities,” Elsevier Sustainable Cities and Society, Vol. 61, Page(s): 102333. Oct. 2020

  4. C. Gan, R. Zhou, J. Yang and C. Shen, “Cost-aware Cascading Bandits,” IEEE Trans. Signal Process., Vol. 68, Page(s): 3692-3706, June 2020

  5. X. Xu, M. Tao, and C. Shen, “Collaborative Multi-Agent Multi-Armed Bandit Learning for Small-Cell Caching,” IEEE Trans. Wireless Commun., Vol. 19, No. 4, Page(s): 2570-2585, April 2020

  6. F. Liang, C. Shen, W. Yu, and F. Wu, “Towards Optimal Power Control via Ensembling Deep Neural Networks,” IEEE Trans. Commun., Vol. 68, No. 3, Page(s): 1760-1776, March 2020

  7. S. Chen, L. Zhang, C. Shen, K. Yu, S. H. Myint and Z. Wen, “On Scheduling Policies with Heavy-Tailed Dynamics in Wireless Queueing Systems,” IEEE Access, Vol. 8, No. 1, Page(s): 32137-32149, Feb. 2020

2019

  1. W. Zhang, Y. Wang, C. Shen, and N. Liang, "A Regression Approach to Certain Information Transmission Problems,’’ IEEE J. Select. Areas Commun., Special Issue of Machine Learning in Wireless Communications, Vol. 37, No. 11, Page(s): 2517-2531, Nov. 2019

  2. C. Shen, “Universal Best Arm Identification,” IEEE Trans. Signal Process., Vol. 67, No. 17, Page(s): 4464-4478, Sept. 2019

  3. C. Gan, R. Zhou, J. Yang, and C. Shen, “Cost-Aware Learning and Optimization for Opportunistic Spectrum Access,” IEEE Trans. Cogn. Commun. Netw., Vol. 5, No. 1, Page(s): 15-27, Mar. 2019

  4. Y. Zhou, C. Shen, and M. van der Schaar, “A Non-stationary Online Learning Approach to Mobility Management,” IEEE Trans. Wireless Commun., Vol. 18, No. 2, Page(s): 1434-1446, Feb. 2019

2018

  1. Z. Wang, R. Zhou, and C. Shen, “Regional Multi-Armed Bandits with Partial Informativeness,” IEEE Trans. Signal Process., Vol. 66, No. 21, Page(s): 5705-5717, Nov. 2018

  2. S. Shao, T. Liu, C. Tian, and C. Shen, “Multilevel Diversity Coding with Secure Regeneration: Separate Coding Achieves the MBR Point,” Entropy, Special Issue on Multiuser Information Theory II, 2018, 20(10):751

  3. S. Shao, T. Liu, C. Tian, and C. Shen, “New results on multilevel diversity coding with secure regeneration,” SCIENCE CHINA Information Sciences (SCIS), Special Focus on Distributed Storage Coding, 2018, 61(10): 100307

  4. J. Xu, L. Chen, K. Liu, and C. Shen, “Designing Security-Aware Incentives for Computation Offloading via Device-to-Device Communication,” IEEE Trans. Wireless Commun., Vol. 17, No. 9, Page(s): 6053-6066, Sept. 2018

  5. C. Shen, R. Zhou, C. Tekin, and M. van der Schaar, “Generalized Global Bandits and Its Application in Cellular Coverage Optimization,” IEEE J. Sel. Topics Signal Process., Vol. 12, No. 1, Page(s): 218-232, Feb. 2018

  6. F. Liang, C. Shen, and F. Wu, “An Iterative BP-CNN Architecture for Channel Decoding,” IEEE J. Sel. Topics Signal Process., Vol. 12, No. 1, Page(s): 144-159, Feb. 2018

  7. C. Shen, “Downlink Multi-User MIMO Precoding Design via Signal-over-Leakage Capacity,” IEEE Access, Vol. 6, Issue:1, Page(s): 2812-2824, Jan. 2018

2017

  1. S. Shao, T. Liu, C. Tian, and C. Shen, “On the Tradeoff Region of Secure Exact-Repair Regenerating Codes,” IEEE Trans. Info. Theory, Vol. 63, No. 11, Page(s): 7253-7266, Nov. 2017

  2. X. Luo, P. Cai, X. Zhang, D. Hu, and C. Shen, “A Scalable Framework for CSI Feedback in FDD Massive MIMO via DL Path Aligning,” IEEE Trans. Signal Process., Vol. 65, No. 18, Page(s): 4702-4716, Sept. 2017

  3. Z. Wang and C. Shen, “Small Cell Transmit Power Assignment Based on Correlated Bandit Learning,” IEEE J. Select. Areas Commun., Vol. 35, No. 5, Page(s): 1030-1045, May 2017

2016 and earlier

  1. C. Shen, C. Tekin, and M. van der Schaar, “A Non-stochastic Learning Approach to Energy Efficient Mobility Management,” IEEE J. Select. Areas Commun., Vol. 34, No. 12, Page(s): 3854-3868, December 2016

  2. C. Shen, J. Xu, and M. van der Schaar, “Silence is Gold: Strategic Interference Mitigation Using Tokens in Heterogeneous Small Cell Networks,” IEEE J. Select. Areas Commun., Vol. 33, No. 6, Page(s): 1097-1111, June 2015

  3. C. Shen and M. P. Fitz, “Hybrid ARQ in Multiple-Antenna Slow Fading Channels: Performance Limits and Optimal Linear Dispersion Code Design,” IEEE Trans. Info. Theory, Vol. 57, No. 9, Page(s): 5863-5883, Sept. 2011

  4. C. Shen and M. P. Fitz, “Opportunistic Spatial Orthogonalization and Its Application in Fading Cognitive Radio Networks,” IEEE J. Sel. Topics Signal Process., Vol. 5, No. 1, Page(s): 182-189, Feb. 2011

  5. C. Shen, T. Liu, and M. P. Fitz, “On the Average Rate Performance of Hybrid-ARQ in Quasi-Static Fading Channels,” IEEE Trans. Commun., Vol. 57, No. 11, Page(s): 3339-3352, Nov. 2009

  6. C. Shen and M. van der Schaar, “Optimal Resource Allocation for Multimedia Applications over Multiaccess Fading Channels,” IEEE Trans. Wireless Commun., Vol. 7, No. 9, Page(s): 3546-3557, Sept. 2008

  7. C. Shen and M. Fitz, “MIMO-OFDM Beamforming for Improved Channel Estimation,” IEEE J. Select. Areas Commun., Vol. 26, No. 6, Page(s): 948-959, Aug. 2008