Publications

Preprints

  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,” arXiv:2006.07917

Book Chapters

  1. C. Shen, “Opportunistic Spatial Sharing for LTE and WiFi Co-existence in the Unlicensed Spectrum,” Chapter 3 in Cognitive Radio Networks: Performance, Applications and Technology, ISBN: 9781536130683, March 2018

  2. S. J. Shellhammer, C. Shen, A. K. Sadek and W. Zhang, “TV White Space Regulations,” Chapter 1 in TV White Space Spectrum Technologies: Regulations, Standards and Applications, CRC Press, ISBN: 9781439848791, December 12, 2011

  3. S. J. Shellhammer, A. K. Sadek, C. Shen and W. Zhang, “White Space Availability in the United States,” Chapter 4 in TV White Space Spectrum Technologies: Regulations, Standards and Applications, CRC Press, ISBN: 9781439848791, December 12, 2011

  4. M. P. Fitz, C. Shen, and M. Samuel, “Physical Layer Wireless Communications,” Chapter 2 in Wireless Networks: From the Physical Layer to Communication, Computing, Sensing and Control, edited by Giorgio Franceschetti and Sabatino Stornelli, Elsevier Publisher, ISBN: 9780123694263, 2006

Journal Papers

2020

  1. S. Liu, S. Chen, C. Shen, M. Ismail, and R. Kumar, “Improved Low-Resolution Quantized SIMO Estimation via Deep Learning,” IEEE Wireless Commun. Letters, to appear

  2. L. Chen, C. Shen, P. Zhou, J. Xu, “Collaborative Service Placement for Edge Computing in Dense Small Cell Networks,” IEEE Trans. Mobile Comput., to appear

  3. 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

  4. 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

  5. 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

  6. 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 (Popular Article)

  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

Conference Papers

2020

  1. C. Shen, Z. Wang, S. Villa, and M. van der Schaar, “Learning for Dose Allocation in Adaptive Clinical Trials with Safety Constraints,” The 37th International Conference on Machine Learning (ICML), July 2020

  2. W. Chen, R. Zhou, C. Tian, and C. Shen, “On Top-k Selection from m-wise Partial Rankings via Borda Counting,” IEEE International Symposium on Information Theory (ISIT), June 2020

  3. K. Yang, C. Shen, and T. Liu, “Deep Reinforcement Learning based Wireless Network Optimization: A Comparative Study,” IEEE INFOCOM 2020 Workshop on Data Driven Intelligence for Networks, July 2020 (selected for journal fast track)

  4. H. Lee, C. Shen, J. Jordon, and M. van der Schaar, “Contextual Constrained Learning for Dose-Finding Clinical Trials,” The 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), Aug. 2020

  5. C. Shi, W. Xiong, C. Shen, and J. Yang, “Decentralized Multi-player Multi-armed Bandits with No Collision Information,” The 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), Aug. 2020

  6. W. Wu, J. Yang, and C. Shen, “Stochastic Linear Contextual Bandits with Diverse Contexts,” The 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), Aug. 2020

2019

  1. C. Shi, L. Chen, C. Shen, and J. Xu, “Privacy-Aware Edge Computing Based on Adaptive DNN Partitioning,” IEEE GLOBECOM, Dec. 2019

  2. C. Wang, R. Zhou, J. Yang, C. Shen, “A Cascading Bandit Approach to Efficient Mobility Management in Ultra-Dense Networks,” IEEE International Workshop on Machine Learning for Signal Processing, Oct. 2019 (Invited Paper)

  3. F. Liang, C. Shen, W. Yu, and F. Wu, “Power Control for Interference Management via Ensembling Deep Neural Networks,” IEEE/CIC ICCC 2019, Changchun, China, Aug. 2019 (Invited Paper)

  4. C. Gan, J. Yang, R. Zhou, and C. Shen, “Online Learning with Diverse User Preferences,” IEEE International Symposium on Information Theory, Paris, France, July 2019

2018

  1. H. Zhang and C. Shen, “Best Arm Identification for Both Stochastic and Adversarial Multi-armed Bandits,” IEEE Information Theory Workshop (ITW) 2018, Guangzhou, China, Nov. 2018 (Invited Paper)

  2. Z. Wang, Z. Ying, and C. Shen, “Opportunistic Spectrum Access via Good Arm Identification,” IEEE GlobalSIP 2018, Anaheim, California, USA, Nov. 2018

  3. J. Yang, C. Wang, X. Wang, and C. Shen, “A Machine Learning Approach to User Association in Enterprise Small Cell Networks,” IEEE/CIC ICCC 2018, Beijing, China, Aug. 2018 (Invited Paper)

  4. R. Zhou, C. Gan, J. Yang, and C. Shen, “Cost-aware Cascading Bandits,” in Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence (IJCAI-18), Pages 3228-3234, July 2018

  5. S. Shao, T. Liu, C. Tian, and C. Shen, “New Results On Multilevel Diversity Coding with Secure Regeneration,” IEEE International Symposium on Information Theory (ISIT), 2018

  6. Z. Wang, R. Zhou, and C. Shen, “Regional Multi-Armed Bandits,” in Proceedings of the Twenty-First International Conference on Artificial Intelligence and Statistics (AISTATS), Playa Blanca, Lanzarote, Canary Islands, April 9-11, 2018

  7. Z. Wang and C. Shen, “Small Cell Power Assignment with Unimodal Continuum-armed Bandit Learning,” IEEE ICC 2018 Workshop on 5G-UDN

  8. K. Liu, C. Shen, S. Chattopadhyay, and H. Dai, “Designing Interdependent Networks Against Cascading Failures with Node Protections,” IEEE ICC 2018

  9. Y. Zhou, C. Shen, X. Luo, and M. van der Schaar, “A Non-Stationary Online Learning Approach to Mobility Management,” IEEE ICC 2018

  10. F. Liang, C. Shen, and F. Wu, “Exploiting Noise Correlation for Channel Decoding with Convolutional Neural Networks,” IEEE ICC 2018

  11. H. Wu, L, Chen, C. Shen, W. Wen, and J. Xu, “Online Geographical Load Balancing for Energy-Harvesting Mobile Edge Computing,” IEEE ICC 2018

  12. F. Yang, H. Zhu, C. Shen, L. Dai, and X. Luo, “How to Interconnect for Massive MIMO Self-Calibration?” IEEE ICASSP, Calgary, Canada, April 2018

  13. J. Dai and C. Shen, “Adaptive Resource Allocation for LTE/WiFi Coexistence in the Unlicensed Spectrum,” IEEE ICNC, March 2018

2017

  1. C. Tian, T. Liu, and C. Shen, “Fundamental Limits of Dynamic Partial Sums: An Information Theoretic Perspective,” Allerton 2017

  2. J. Dai and C. Shen, “A Modified LBT Mechanism and Performance Enhancement for LTE-U/WiFi Co-Existence,” IEEE/CIC ICCC 2017

  3. X. Luo, P. Cai, X. Zhang, C. Shen, and H. Qian, “Aligning DL Paths for Scalable CSI Feedback in FDD Massive MIMO,” in Proc. International Wireless Communications and Mobile Computing Conference (IWCMC), Valencia, Spain, June 26-30, 2017

  4. X. Luo, X. Zhang, P. Cai, C. Shen, D. Hu, and H. Qian, “DL CSI Acquisition and Feedback in FDD Massive MIMO via Path Aligning,” in the 9th International Conference on Ubiquitous and Future Networks, July 2017 (Excellent Paper Award)

  5. S. Shao, T. Liu, C. Tian, and C. Shen, “On the Tradeoff Region of Secure Exact-Repair Regenerating Codes,” IEEE International Symposium on Information Theory (ISIT), Germany, June 2017

  6. H. Wu, C. Shen, and S. Chen, “On Scheduling Policies in the Presence of Heavy-Tailed Interference,” Proc. Information Theory and Applications (ITA) Workshop, La Jolla, CA, USA, Feb. 2017