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2019

Experience-Driven Congestion Control: When Multi-Path TCP Meets Deep Reinforcement Learning

Xu, Z., Tang, J., Yin, C., Wang, Y. & Xue, G., Jun 1 2019, In : IEEE Journal on Selected Areas in Communications. 37, 6, p. 1325-1336 12 p., 8664598.

Research output: Contribution to journalArticle

Reinforcement learning
Recurrent neural networks
Statistics

How Would you Like Your Packets Delivered? An SDN-Enabled Open Platform for QoS Routing

Gao, C., Rajabian-Schwart, V., Zhang, W., Xue, G. & Tang, J., Jan 22 2019, 2018 IEEE/ACM 26th International Symposium on Quality of Service, IWQoS 2018. Institute of Electrical and Electronics Engineers Inc., 8624137. (2018 IEEE/ACM 26th International Symposium on Quality of Service, IWQoS 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Quality of service
Telecommunication traffic
Innovation
Internet
Software defined networking

Learning the Dynamic Treatment Regimes from Medical Registry Data through Deep Q-network

Liu, N., Liu, Y., Logan, B., Xu, Z., Tang, J. & Wang, Y., Dec 1 2019, In : Scientific Reports. 9, 1, 1495.

Research output: Contribution to journalArticle

Open Access
Registries
Learning
Therapeutics
Graft vs Host Disease
Reward
2018

A Parallel Platform for Fusion of Heterogeneous Stream Data

Zhang, S., Xu, J., Choi, S., Tang, J., Varshney, P. K. & Chen, Z., Sep 5 2018, 2018 21st International Conference on Information Fusion, FUSION 2018. Institute of Electrical and Electronics Engineers Inc., p. 588-594 7 p. 8455777

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Copula
Data Streams
Fusion
platforms
fusion

A systematic DNN weight pruning framework using alternating direction method of multipliers

Zhang, T., Ye, S., Zhang, K., Tang, J., Wen, W., Fardad, M. & Wang, Y., Jan 1 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Ferrari, V., Sminchisescu, C., Weiss, Y. & Hebert, M. (eds.). Springer Verlag, p. 191-207 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11212 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Method of multipliers
Alternating Direction Method
Pruning
Neural Networks
Nonconvex Optimization

CoinExpress: A fast payment routing mechanism in blockchain-based payment channel networks

Yu, R., Xue, G., Kilari, V. T., Yang, D. & Tang, J., Oct 9 2018, ICCCN 2018 - 27th International Conference on Computer Communications and Networks. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-July. 8487351

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scalability
Network routing
Electronic money
1 Citation (Scopus)

DEMUR: Dependable Multipath Routing in Software Defined Networking for ISP Backbone

Gao, C., Zhang, W., Tang, J., Sinha, R. K. & Oikonomou, K. N., Jan 10 2018, 2017 IEEE Global Communications Conference, GLOBECOM 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Switches
Network management
Routing algorithms
Costs
Software defined networking
10 Citations (Scopus)

Energy-Efficient UAV Control for Effective and Fair Communication Coverage: A Deep Reinforcement Learning Approach

Liu, C. H., Chen, Z., Tang, J., Xu, J. & Piao, C., Aug 10 2018, (Accepted/In press) In : IEEE Journal on Selected Areas in Communications.

Research output: Contribution to journalArticle

Reinforcement learning
Unmanned aerial vehicles (UAV)
Communication
Energy utilization
Energy resources
23 Citations (Scopus)

Experience-driven Networking: A Deep Reinforcement Learning based Approach

Xu, Z., Tang, J., Meng, J., Zhang, W., Wang, Y., Liu, C. H. & Yang, D., Oct 8 2018, INFOCOM 2018 - IEEE Conference on Computer Communications. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 1871-1879 9 p. 8485853

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Reinforcement learning
Telecommunication networks
Decision making
Throughput
Topology

HEIF: Highly Efficient Stochastic Computing based Inference Framework for Deep Neural Networks

Li, Z., Li, J., Ren, A., Cai, R., Ding, C., Qian, X., Draper, J., Yuan, B., Tang, J., Qiu, Q. & Wang, Y., Jul 3 2018, (Accepted/In press) In : IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Research output: Contribution to journalArticle

Neural networks
Hardware
Energy efficiency
Cascade connections
Deep neural networks
1 Citation (Scopus)

Hierarchical and hybrid energy storage devices in data centers: Architecture, control and provisioning

Sun, M., Xue, Y., Bogdan, P., Tang, J., Wang, Y. & Lin, X., Jan 1 2018, In : PLoS One. 13, 1, e0191450.

Research output: Contribution to journalArticle

Energy storage
Equipment and Supplies
energy
Fluocinolone Acetonide
Level control
7 Citations (Scopus)

Joint mode selection and resource allocation for D2D communications via vertex coloring

Li, Y., Gursoy, M. C., Velipasalar, S. & Tang, J., Jan 10 2018, 2017 IEEE Global Communications Conference, GLOBECOM 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Coloring
Resource allocation
Communication
Energy efficiency
20 Citations (Scopus)

Learning-Based Energy-Efficient Data Collection by Unmanned Vehicles in Smart Cities

Zhang, B., Liu, C. H., Tang, J., Xu, Z., Ma, J. & Wang, W., Apr 1 2018, In : IEEE Transactions on Industrial Informatics. 14, 4, p. 1666-1676 11 p.

Research output: Contribution to journalArticle

Unmanned vehicles
Reinforcement learning
Unmanned aerial vehicles (UAV)
Feature extraction
Railroad cars
4 Citations (Scopus)

Model-free control for distributed stream data processing using deep reinforcement learning

Li, T., Xu, Z., Tang, J. & Wang, Y., Jan 1 2018, In : Proceedings of the VLDB Endowment. 11, 6, p. 705-718 14 p.

Research output: Contribution to journalConference article

Reinforcement learning
Processing
Scheduling
Queueing theory
Cooking
1 Citation (Scopus)

Online Quality-Aware Incentive Mechanism for Mobile Crowd Sensing with Extra Bonus

Gao, H., Liu, C. H., Tang, J., Yang, D., Hui, P. & Wang, W., Jan 1 2018, (Accepted/In press) In : IEEE Transactions on Mobile Computing.

Research output: Contribution to journalArticle

Computational efficiency
Mobile devices
Mathematical models

Social-aware Sequential Modeling of User Interests: A Deep Learning Approach

Liu, C. H., Xu, J., Tang, J. & Crowcroft, J., Jan 1 2018, (Accepted/In press) In : IEEE Transactions on Knowledge and Data Engineering.

Research output: Contribution to journalArticle

Autocorrelation
Decision making
Deep learning
Experiments
Long short-term memory
2 Citations (Scopus)

SpecWatch: A framework for adversarial spectrum monitoring with unknown statistics

Li, M., Yang, D., Lin, J., Li, M. & Tang, J., Oct 9 2018, In : Computer Networks. 143, p. 176-190 15 p.

Research output: Contribution to journalArticle

Statistics
Monitoring
Cognitive radio
Costs
4 Citations (Scopus)

Towards ultra-high performance and energy efficiency of deep learning systems: An algorithm-hardware co-optimization framework

Wang, Y., Ding, C., Li, Z., Yuan, G., Liao, S., Ma, X., Yuan, B., Qian, X., Tang, J., Qiu, Q. & Lin, X., Jan 1 2018, 32nd AAAI Conference on Artificial Intelligence, AAAI 2018. AAAI Press, p. 4235-4243 9 p. (32nd AAAI Conference on Artificial Intelligence, AAAI 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Energy efficiency
Learning systems
Hardware
Field programmable gate arrays (FPGA)
Computational complexity

Transmitting and sharing: A truthful double auction for cognitive radio networks

Zhang, X., Yang, D., Xue, G., Yu, R. & Tang, J., Jul 27 2018, 2018 IEEE International Conference on Communications, ICC 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-May. 8422505

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cognitive radio
Bandwidth
2 Citations (Scopus)

Wireless Big Data: Technologies and Applications

Zhang, Y., Lopez, J., Tang, J., Liang, Y. C. & Zhang, X., Feb 1 2018, In : IEEE Wireless Communications. 25, 1, p. 10-11 2 p.

Research output: Contribution to journalEditorial

Big data
2017
26 Citations (Scopus)

A deep reinforcement learning based framework for power-efficient resource allocation in cloud RANs

Xu, Z., Wang, Y., Tang, J., Wang, J. & Gursoy, M. C., Jul 28 2017, 2017 IEEE International Conference on Communications, ICC 2017. Institute of Electrical and Electronics Engineers Inc., 7997286

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Reinforcement learning
Resource allocation
Convex optimization
Telecommunication traffic
Electric power utilization
26 Citations (Scopus)

A Hierarchical Framework of Cloud Resource Allocation and Power Management Using Deep Reinforcement Learning

Liu, N., Li, Z., Xu, J., Xu, Z., Lin, S., Qiu, Q., Tang, J. & Wang, Y., Jul 13 2017, Proceedings - IEEE 37th International Conference on Distributed Computing Systems, ICDCS 2017. Institute of Electrical and Electronics Engineers Inc., p. 372-382 11 p. 7979983

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Reinforcement learning
Resource allocation
Servers
Cloud computing
Electric power utilization

A profit optimization framework of energy storage devices in data centers: Hierarchical structure and hybrid types

Lin, X., Pedram, M., Tang, J. & Wang, Y., Jan 17 2017, Proceedings - 2016 IEEE 9th International Conference on Cloud Computing, CLOUD 2016. IEEE Computer Society, p. 640-647 8 p. 7820327

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Energy storage
Profitability
Operating costs
Costs
Servers
1 Citation (Scopus)

A spectrum auction under physical interference model

Zhang, Y., Yang, D., Xue, G. & Tang, J., Feb 2 2017, 2016 IEEE Global Communications Conference, GLOBECOM 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 7841549

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Building Elastic Hybrid Green Wireless Networks

Gao, C., Zhang, W. & Tang, J., Dec 1 2017, In : IEEE Internet of Things Journal. 4, 6, p. 2028-2037 10 p., 7792561.

Research output: Contribution to journalArticle

Base stations
Wireless networks
Approximation algorithms
Electric power utilization
Sleep
39 Citations (Scopus)

CIRCNN: Accelerating and compressing deep neural networks using block-circulant weight matrices

Ding, C., Liao, S., Wang, Y., Li, Z., Liu, N., Zhuo, Y., Wang, C., Qian, X., Bai, Y., Yuan, G., Ma, X., Zhang, Y., Tang, J., Qiu, Q., Lin, X. & Yuan, B., Oct 14 2017, MICRO 2017 - 50th Annual IEEE/ACM International Symposium on Microarchitecture Proceedings. IEEE Computer Society, Vol. Part F131207. p. 395-408 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Energy efficiency
Application specific integrated circuits
Fast Fourier transforms
Field programmable gate arrays (FPGA)
Throughput
1 Citation (Scopus)

Countermeasures against false-name attacks on truthful incentive mechanisms for crowdsourcing

Zhang, X., Xue, G., Yu, R., Yang, D. & Tang, J., Feb 1 2017, In : IEEE Journal on Selected Areas in Communications. 35, 2, p. 478-485 8 p., 7835128.

Research output: Contribution to journalArticle

Monitoring
7 Citations (Scopus)

Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data

Liu, Y., Logan, B., Liu, N., Xu, Z., Tang, J. & Wang, Y., Sep 8 2017, Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017. Institute of Electrical and Electronics Engineers Inc., p. 380-385 6 p. 8031178

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Registries
Learning
Therapeutics
Graft vs Host Disease
Disease Progression
3 Citations (Scopus)

Enabling Radio-as-a-Service with Truthful Auction Mechanisms

Wang, J., Yang, D., Tang, J. & Gursoy, M. C., Apr 1 2017, In : IEEE Transactions on Wireless Communications. 16, 4, p. 2340-2349 10 p., 7876802.

Research output: Contribution to journalArticle

Auctions
Welfare
Operator
Mechanism Design
Resources
1 Citation (Scopus)

LIPS: Lifestyle learning via mobile phone sensing

Sheng, X., Tang, J., Wang, J., Li, T., Xue, G. & Yang, D., Feb 2 2017, 2016 IEEE Global Communications Conference, GLOBECOM 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 7841959

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Mobile phones
Sampling
Unsupervised learning
Supervised learning
Energy efficiency
4 Citations (Scopus)

Non-preemptive coflow scheduling and routing

Yu, R., Xue, G., Zhang, X. & Tang, J., Feb 2 2017, 2016 IEEE Global Communications Conference, GLOBECOM 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 7842029

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scheduling
Subroutines
Network performance
3 Citations (Scopus)

QUAC: Quality-Aware Contract-Based Incentive Mechanisms for Crowdsensing

Li, M., Lin, J., Yang, D., Xue, G. & Tang, J., Nov 14 2017, Proceedings - 14th IEEE International Conference on Mobile Ad Hoc and Sensor Systems, MASS 2017. Institute of Electrical and Electronics Engineers Inc., p. 72-80 9 p. 8108730

Research output: Chapter in Book/Report/Conference proceedingConference contribution

incentives
Mobile devices
compatibility
platforms
4 Citations (Scopus)

Robust Incentive Tree Design for Mobile Crowdsensing

Zhang, X., Xue, G., Yu, R., Yang, D. & Tang, J., Jul 13 2017, Proceedings - IEEE 37th International Conference on Distributed Computing Systems, ICDCS 2017. Institute of Electrical and Electronics Engineers Inc., p. 458-468 11 p. 7979991

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Computational efficiency
Mobile devices
Monitoring
Sensors
35 Citations (Scopus)

Spatiotemporal modeling and prediction in cellular networks: A big data enabled deep learning approach

Wang, J., Tang, J., Xu, Z., Wang, Y., Xue, G., Zhang, X. & Yang, D., Oct 2 2017, INFOCOM 2017 - IEEE Conference on Computer Communications. Institute of Electrical and Electronics Engineers Inc., 8057090

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Deep learning
Big data
Autocorrelation
Base stations
Experiments
7 Citations (Scopus)

Spectral and Energy Efficiency in Cognitive Radio Systems with Unslotted Primary Users and Sensing Uncertainty

Ozcan, G., Gursoy, M. C. & Tang, J., Oct 1 2017, In : IEEE Transactions on Communications. 65, 10, p. 4138-4151 14 p., 7892848.

Research output: Contribution to journalArticle

Radio systems
Cognitive radio
Energy efficiency
Throughput
Power transmission
2 Citations (Scopus)

Spectrum Auctions under Physical Interference Model

Zhang, Y., Yang, D., Lin, J., Li, M., Xue, G., Tang, J. & Xie, L., Dec 1 2017, In : IEEE Transactions on Cognitive Communications and Networking. 3, 4, p. 719-728 10 p., 8038071.

Research output: Contribution to journalArticle

8 Citations (Scopus)

Sybil-proof incentive mechanisms for crowdsensing

Lin, J., Li, M., Yang, D., Xue, G. & Tang, J., Oct 2 2017, INFOCOM 2017 - IEEE Conference on Computer Communications. Institute of Electrical and Electronics Engineers Inc., 8057175

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Smartphones
Computational efficiency
Sensors
2 Citations (Scopus)

Theoretical properties for neural networks with weight matrices of low displacement rank

Zhao, L., Liao, S., Wang, Y., Li, Z., Tang, J. & Yuan, B., Jan 1 2017, 34th International Conference on Machine Learning, ICML 2017. International Machine Learning Society (IMLS), Vol. 8. p. 6186-6194 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Backpropagation
Computational complexity
19 Citations (Scopus)

Towards energy-efficient task scheduling on smartphones in mobile crowd sensing systems

Wang, J., Tang, J., Xue, G. & Yang, D., Mar 14 2017, In : Computer Networks. 115, p. 100-109 10 p.

Research output: Contribution to journalArticle

Smartphones
Scheduling
Sensors
Heuristic algorithms
Polynomials
2016
4 Citations (Scopus)

Enabling green mobile crowd sensing via optimized task scheduling on smartphones

Wang, J., Tang, J., Sheng, X., Xue, G. & Yang, D., Feb 23 2016, 2015 IEEE Global Communications Conference, GLOBECOM 2015. Institute of Electrical and Electronics Engineers Inc., 7417136

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Smartphones
scheduling
Scheduling
Sensors
heuristics
6 Citations (Scopus)

Enabling Green Wireless Networking With Device-to-Device Links: A Joint Optimization Approach

Gao, C., Tang, J., Sheng, X., Zhang, W., Zou, S. & Guizani, M., Apr 1 2016, In : IEEE Transactions on Wireless Communications. 15, 4, p. 2770-2779 10 p., 7360240.

Research output: Contribution to journalArticle

Networking
Telecommunication links
Power Consumption
Wireless Networks
Optimization
28 Citations (Scopus)

Energy-Efficient Power Allocation in Cognitive Radio Systems with Imperfect Spectrum Sensing

Ozcan, G., Gursoy, M. C., Tran, N. & Tang, J., Dec 1 2016, In : IEEE Journal on Selected Areas in Communications. 34, 12, p. 3466-3481 16 p., 7676309.

Research output: Contribution to journalArticle

Radio systems
Cognitive radio
Energy efficiency
Power transmission
Data communication systems
1 Citation (Scopus)

Person detection and re-identification across multiple images and videos obtained via crowdsourcing

Zheng, Y., Chen, Z., Velipasalar, S. & Tang, J., Sep 12 2016, ICDSC 2016 - 10th International Conference on Distributed Smart Cameras. Association for Computing Machinery, Vol. 12-15-September-2016. p. 178-183 6 p. 2967421

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cameras
Processing
Labeling
Color
Graphics processing unit
41 Citations (Scopus)

Quality-Aware and Fine-Grained Incentive Mechanisms for Mobile Crowdsensing

Wang, J., Tang, J., Yang, D., Wang, E. & Xue, G., Aug 8 2016, Proceedings - 2016 IEEE 36th International Conference on Distributed Computing Systems, ICDCS 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-August. p. 354-363 10 p. 7536534

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Computational efficiency
Quality of service
Mathematical models
2 Citations (Scopus)

R-Cloud: A cloud framework for enabling Radio-as-a-Service over a wireless substrate

Gao, C., Ozcan, G., Tang, J., Gursoy, M. C. & Zhang, W., Dec 14 2016, 2016 IEEE 24th International Conference on Network Protocols, ICNP 2016. IEEE Computer Society, Vol. 2016-December. 7784444

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Base stations
Substrates
Resource allocation
Wireless networks
Radio receivers
8 Citations (Scopus)

SpecWatch: Adversarial spectrum usage monitoring in CRNs with unknown statistics

Li, M., Yang, D., Lin, J. & Tang, J., Jul 27 2016, IEEE INFOCOM 2016 - 35th Annual IEEE International Conference on Computer Communications. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. 7524555

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cognitive radio
Statistics
Monitoring
Costs
20 Citations (Scopus)

UsICIC - A Proactive Small Cell Interference Mitigation Strategy for Improving Spectral Efficiency of LTE Networks in the Unlicensed Spectrum

Khawer, M. R., Tang, J. & Han, F., Mar 1 2016, In : IEEE Transactions on Wireless Communications. 15, 3, p. 2303-2311 9 p., 7332800.

Research output: Contribution to journalArticle

Network Evolution
Long Term Evolution (LTE)
Spectral Efficiency
Interference
Cell
2015
2 Citations (Scopus)

A cross-job framework for MapReduce scheduling

Xiao, X., Tang, J., Chen, Z., Xu, J. & Wang, C., Jan 7 2015, Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014. Institute of Electrical and Electronics Engineers Inc., p. 135-140 6 p. 7004222

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scheduling
Processing
Scheduling algorithms
Experiments
15 Citations (Scopus)

A predictive scheduling framework for fast and distributed stream data processing

Li, T., Tang, J. & Xu, J., Dec 22 2015, Proceedings - 2015 IEEE International Conference on Big Data, IEEE Big Data 2015. Institute of Electrical and Electronics Engineers Inc., p. 333-338 6 p. 7363773

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scheduling
Topology
Processing
Directed graphs
Statistics
12 Citations (Scopus)

Categorizing Consumer Behavioral Responses and Artifact Design Features: The case of online advertising

Tang, J., Zhang, P. & Wu, P. F., Jun 1 2015, In : Information Systems Frontiers. 17, 3, p. 513-532 20 p.

Research output: Contribution to journalArticle

Marketing
Categorization
Consumer Behaviour
Consumer behavior
Advertising