Publications

Selected Journal Publication

(For manuscripts, please drop an email to TensorLet ⊗ gmail.com)

* [TIT] X.-Y. Liu, S. Aeron, V. Aggarwal, X. Wang. Low-tubal-rank tensor completion using alternating minimization. (Major Revision) IEEE Transactions on Information Theory

* [TMC] X.-Y. Liu, S. Aeron, V. Aggarwal, X. Wang, M.-Y. Wu. Adaptive sampling of RF fingerprints for fine-grained indoor localization. IEEE Transactions on Mobile Computing, 2016.

*[JMLR] M. Ashraphijuo, X. Wang, V. Aggarwal. Rank determination for low-rank data completion. The Journal of Machine Learning Research18(1), pp.3422-3450, 2017

*[JMLR] M. Ashraphijuo, X. Wang. Fundamental conditions for low-CP-rank tensor completion. The Journal of Machine Learning Research18(1), pp.2116-2145, 2017.

* [TPDS] X.-Y. Liu, Y. Zhu, L. Kong, C. Liu, Y. Gu, A. V. Vasilakos, M.-Y. Wu. CDC: Compressive data collection for wireless sensor networks. IEEE Transactions on Parallel and Distributed Systems,Vol.26, No.8, pp. 2188-2197, 2015. (ESI-Highly Cited)

* [TPDS] L. Kong, M. Xia, X.-Y. Liu, G. Chen, Y. Gu, M.-Y. Wu, X. Liu. Data loss and reconstruction in wireless sensor networks. IEEE Transactions on Parallel and Distributed Systems,Vol. 25, No. 11, pp. 2818-2828, 2014.

* [TBD] X.-Y. Liu, X. Wang. LS-decomposition for robust recovery of sensory big data. IEEE Transactions on Big Data, 2017.

* [TITS] M. Zhu, X.-Y. Liu, X. Wang. Joint transportation and charging scheduling in public vehicle systems-a game theoretic approach. IEEE Transactions on Intelligent Transportation Systems, 2018.

* [TITS] M. Zhu, X.-Y. Liu, X. Wang. An online ride-sharing path planning strategy for public vehicle systems. IEEE Transactions on Intelligent Transportation Systems, 2018.

* [TITS] M. Zhu, X.-Y. Liu, M. Qiu, W. Shu, F. Tang, R. Shen, M.-Y. Wu. Public vehicles for future urban transportation systems. IEEE Transactions on Intelligent Transportation Systems, 2016.

* [TNSE] Y. Wu, X.-Y. Liu, L. Fu, X. Wang. Energy-efficient and Robust Tensor-Encoder for Wireless Camera Networks in Internet of Things. IEEE Transactions on Network Science and Engineering, 2018.

Selected Conference Publication

* [NeurIPS Workshop] X.-Y. Liu, Z. Ding, S. Borst, A. Walid. Deep reinforcement learning for intelligent transportation systems. NeurIPS Workshop on Machine Learning for Intelligent Transportation Systems, 2018. [PDF] and [codes]. 

* [NeurIPS Workshop] Z. Xiong, X.-Y. Liu, S. Zhong, H. Yang, A. Walid. Practical deep reinforcement learning approach for stock trading.  NeurIPS  Workshop on Challenges and Opportunities for AI in Financial Services: the Impact of Fairness, Explainability, Accuracy, and Privacy, 2018. [PDF] and [codes].

* [NeurIPS Workshop] W. Lu, X.-Y. Liu, Q. Wu, Y. Sun, A. Walid. Transform-based multilinear dynamical system for tensor time series analysis. NeurIPS Workshop on Modeling and Decision-Making in the Spatiotemporal Domain, 2018. (Spotlight Presentation). [PDF] and [codes].

* [AAAI] F. Jiang, X.-Y. Liu, H. Lu, R. Shen. Efficient multi-dimensional tensor sparse coding using t-linear combinations. AAAI, 2018. [Slides] and [Poster]

* [INFOCOM] L. Kong, M. Xia, X.-Y. Liu, M.-Y. Wu, Xue Liu. Data loss and reconstruction in sensor networks. IEEE INFOCOM, Turin, Italy, 2013.

* [ICDCS] L. Kong, L. He, X.-Y. Liu, Y. Gu, M.-Y. Wu, X. Liu. Privacy-preserving compressive sensing for crowdsensing based trajectory recovery. IEEE ICDCS, Columbus, Ohio, USA, 2015.

* [ICME] T. Deng, F. Qian,  X.-Y. Liu, M. Zhang, A. Walid. Tensor sensing for RF tomographic imaging. IEEE ICME, 2018. [Slides] and [Codes]

* [ICME] F. Jiang, X.-Y. Liu, H. Lu, R. Shen. Graph regularized tensor sparse coding for image representation. IEEE ICME, 2017.

* [ICASSP] C. Li, Y. Sun, X.-Y. Liu, Y. Li. Tensor subspace detection with tubal-sampling and elementwise-sampling. IEEE ICASSP, 2018. [Codes]

* [ICASSP] F. Jiang, X.-Y. Liu, H. Lu, R. Shen. Anisotropic total variation regularized low-rank tensor completion based on tensor nuclear norm for color image inpainting. IEEE ICASSP, 2018.

* [ICASSP] X.-Y. Liu, S. Aeron, V. Aggarwal, X. Wang, M.-Y. Wu. Tensor completion via adaptive sampling of tensor fibers: application to efficient indoor RF fingerprinting. IEEE ICASSP, 2016.

* [IWQOS] M. Zhu, X.-Y. Liu, M. Qiu, R. Shen, W. Shu, M.-Y. Wu. Traffic Big Data based Path Planning Strategy in Public Vehicle Systems. IEEE IWQoS, 2016.

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