人工智能学院

Shuxue Ding | 丁数学

2019-10-24 11:38   作者:S.Ding

Name:Shuxue Ding

Position:Full Professor and Founder Dean of School of Artificial Intelligence.

Adjunct Professor of Nankai University

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Educational Degrees                                                                        

Ph.D. (Tokyo Institute of Technology, Japan).

Seven years of experience in IT industry in Japan.

Full Professor and Chair of Graduate Department of Computer and Information Systems at the University of Aizu, Japan.

Director of Cognitive Science Laboratory at the University of Aizu, Japan.

Professional Degrees                                                                        

Authored more than 120 academic papers published in journals including IEEE Trans. on Neural Networks and Learning Systems, Neural Networks, IEEE Trans. on Image Processing, IEEE Trans. on Signal Processing, IEEE Trans. on Circuits and Systems, IEEE Trans. on Audio, Speech and Language Processing, and in major conferences.

DSP 2015 Best Paper Award; iCAST 2015 Best Student Paper Award.

Publications                                                                              

[1] Huakun Huang, Shuxue Ding, Lingjun Zhao, Huawei Huang, Liang Chen, Real-Time Fault-Detection for IIoT Facilities using GBRBM-based DNN, accepted by IEEE Internet of Things Journal (Oct. 2019).

[2] Lingjun Zhao, Chunhua Su*, Zeyang Dai, Huakun Huang, Shuxue Ding*, Xinyi Huang, and Zhaoyang Han, Indoor Device-Free Passive Localization with DCNN for Location-Based Services, Journal of Supercomputing, minor revision (Oct. 2019).

[3] Xinyi Wang, Wenlong Liu, Minglu Jin, and Shuxue Ding, Parameter-free Landweber Iteration Method for Robust AdaptiveBeamforming,accepted by Circuits, Systems, and Signal Processing, https://doi.org/10.1007/s00034-019-01270-3(Sept. 2019)

[4] Lingjun Zhao, Huakun Huang, Xiang Li, Shuxue Ding*, Haoli Zhao, and Zhaoyang Han, An Accurate and Robust Approach of Device-Free Localization with Convolutional Autoencoder, IEEE Internet of Things Journal, Vol. 6, No. 3, pp.5825-5840 (Jun. 2019).

[5] Menghuan Yang, Hong Wu*, Zhiyang Liu, Shuxue Ding, Hongzhao Peng, Indoor Positioning Using public FM and DTMB Signals Based on Compressive Sensing, China CommunicationsVol. 16, No. 5, pp.171-180 (May 2019).

[6] Lingjun Zhao, Chunhua Su, Huakun Huang, Shuxue Ding*, Zhaoyang Han, Xiang Li, Intrusion Detection based on Device-Free Localization in the Era of IoT, Symmetry 2019, 11, 630; doi:10.3390/sym11050630 (May 2019).

[7] Huakun Huang, Zhaoyang Han, Shuxue Ding*, Chunhua Su* and Lingjun Zhao, Improved Sparse Coding Algorithm with Device-Free Localization Technique for Intrusion Detection and Monitoring, Symmetry 2019, 11, 637; doi:10.3390/sym11050637 (May. 2019).

[8] Haoli Zhao, Shuxue Ding*, Xiang Li, and Huakun Huang, Lp-Norm Independently Interpretable Regularization based Sparse Coding for Highly Correlated Data, IEEE Access, Vol. 7, No. 1, pp. 53542-53554 (Apr. 2019).

[9] Yujie Li*, Shuxue Ding, Xiang Li, Benying Tan, and Atsunori Kanemura, Residual-Network-Based Supervised Gaze Prediction for First-Person Videos, IEEE Access, Vol. 7, No. 1, pp. 56208 - 56216 (Apr. 2019).  

[10] Yujie Li, Shuxue Ding, Benying Tan, Haoli Zhao, and Zhenni Li*, Sparse Representation Based on the Analysis Model with Optimization on the Stiefel Manifold, IEEE AccessVol. 7, No. 1, pp. 8385-8397 (Jan. 2019).

[11] Jian Zou, Marui Shen, Haifeng Li, Guoqi Liu, and Shuxue Ding*, Total Variation Denoising with Non-convex Regularizers, IEEE AccessVol. 7, No. 1, pp. 4422-4431 (Jan. 2019).

[12] Haoli Zhao, Shuxue Ding*, Xiang Li, and Huakun Huang, Deep Neural Network Structured Sparse Coding for Online Processing, IEEE Access, Vol. 6, No. 1, pp. 74778-74791 (Dec. 2018).

[13] Benying Tan, Shuxue Ding*, Yujie Li, and Xiang Li, Nonnegative Sparse Representation of Signals with a Determinant-Type Sparsity Measure Based on the DC Programming, IEEE Access, Vol. 6, No. 1, pp. 67301-67315 (Nov. 2018)

[14] Huakun Huang, Haoli Zhao, Xiang Li, Huawei Huang, Shuxue Ding*, Zhenni Li, and Lingjun Zhao, An Accurate and Efficient Device-Free Localization Approach Based on Sparse Coding in Subspace, IEEE Access, Vol. 6, No. 1, pp. 61782-61799 (Oct. 2018)

[15] Zhiyang Liu, Chen Cao, Shuxue Ding, Tong Han, Hong Wu, Sheng Liu, Towards Clinical Diagnosis: Automated Stroke Lesion Segmentation on Multimodal MR Image Using Convolutional Neural Network, IEEE AccessVol. 6, No. 1,pp. 57006 – 57016 (Oct. 2018).

[16] Xiang Li, Shuxue Ding, and Benying Tan, Accurate Defect Detection in Thin-Wall Structures with Transducer Networks via Outlier Elimination, IEEE Sensors JournalVol. 18, No. 23, pp. 9619-9628 (Dec. 2018).

[17] Zhenni Li, Shuxue Ding, Zuyuan Yang, Shengli Xie, Proximal Alternating Minimization for Analysis Dictionary Learning and Convergence Analysis, IEEE Transactions on Emerging Topics in Computational Intelligence, Vol. 2, No. 6, pp. 439-449 (Dec. 2018).

[18] Benying Tan, Yujie Li, Shuxue Ding, Incheon Paik, and Atsunori Kanemura, DC programming for solving a sparse modeling problem of video key frame extraction, Digital Signal Processing (Elsevier, SCI)Vol. 83, December 2018, pp. 214-222 (Dec. 2018).

[19] Zhenni Li, Takafumi Hayashi, Shuxue Ding, Yujie Li, Dictionary learning with the l(1/2)-regularizer and the coherence penalty and its convergence analysis, INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, Vol. 9, No. 8, pp. 1351-1364 (Aug. 2018).

[20] Yujie Li, Benying Tan, Atsunori Kanemura, Shuxue Ding, Wuhui Chen, Analysis sparse representation for nonnegative signals based on determinant measure by dc programming, Complexity (SCI), Volume 2018, Article ID 2685745, 12 pages doi.org/10.1155/2018/2685745 (Apr. 2018).

[21] Zhenni Li, Shuxue Ding, Yujie Li, Zuyuan Yang, Shengli Xie, Wuhui Chen, Manifold Optimization-based Analysis Dictionary Learning with an L1/2-norm Regularizer Learning Systems, Neural Networks (SCI), Vol. 98, No. 2. pp. 212-222 (Feb. 2018).

[22] Zhiyang Liu, Yingxin Zhao, Hong Wu, Shuxue Ding, Group Sparse Precoding for Cloud-RAN with Multiple User Antennas, Entropy (SCI), Vol. 20, No. 2, Article No. 144, pp. 1-15; doi:10.3390/e20020144 (Feb. 2018).

[23] Yingxin Zhao, Xiuying Hao, Zhiyang Liu, Hong Wu, and Shuxue Ding, Resource Block Filtered-OFDM as a Multi-Carrier Transmission Scheme for 5G, Computers and Electrical Engineering (Elsevier, SCI), Vol. 72 (2018), pp. 543-552 (Nov. 2018).

[24] Yingxin Zhao, Zhiyang Liu, Yuanyuan Wang, Hong Wu, and Shuxue Ding, Sparse Coding Algorithm with Negentropy and Weighted L1-Norm for Signal Reconstruction, Entropy (SCI)2017, 19 (11), 599, pp. 1-11; doi:10.3390/e19110599 (Nov. 2017).

[25] Xiang Li, Shuxue Ding, and Yujie Li, Outlier Suppression via Non-Convex Robust PCA for Efficient Localization in Wireless Sensor Networks, IEEE Sensors Journal (SCI)Vol. 17, No. 21, pp. 7053-7063 (Nov. 2017).

[26] Xiang Li, Shuxue Ding, Zhenni Li, and Benying Tan, Device-Free Localization via Dictionary Learning with Difference of Convex Programming, IEEE Sensors Journal (SCI), Vol. 17, No. 17, pp. 5599-5608 (Sept. 2017).

[27] Zhenni Li, Shuxue Ding, Takafumi Hayashi, and Yujie Li, Analysis Dictionary Learning Using Block Coordinate Descent with Proximal Operators, Neurocomputing (Elsevier, SCI)Vol. 239, C, pp. 165-180 (May. 2017).

[28] Zhenni Li, Takafumi Hayashi, Shuxue Ding, and Yujie Li, Dictionary Learning with the L1/2-regularizer and the Coherence Penalty and Its Convergence Analysis, International Journal of Machine Learning and Cybernetics (SCI), Vol. 9, No. 8, pp. 1351-1364, doi:10.1007/s13042-017-0649-9, (Mar. 2017).

[29] Zhenni Li, Shuxue Ding, Takafumi Hayashi, and Yujie Li, Incoherent Dictionary Learning with Log-regularizer Based on Proximal Operators, Digital Signal Processing (Elsevier, SCI)Vol. 63, No. 4, pp. 86-99 (Jan. 2017).

[30] Yujie Li*, Shuxue Ding, and Zhenni Li, Dictionary Learning with the Cosparse Analysis Model Based on Summation of Blocked Determinants as the Sparseness Measure, Digital Signal Processing (Elsevier, SCI)Vol. 48, No. 10, pp. 298-309 (Oct. 2016).

[31] Guinan Wang, Hongjuan Zhang*, Shiwei Yu, and Shuxue Ding*, A Family of the Subgradient Algorithm with Several Cosparsity Inducing Functions to the Cosparse Recovery Problem, Pattern Recognition Letters (SCI), Vol. 80, pp. 64-69 (Sept. 2016).

[32] Pingmei Cai, Guinan Wang, Hongjuan Zhang*, Shuxue Ding*, and Zikai Wu, Sparse Electrocardiogram Signals Recovery Based on Solving a Row Echelon-Like Form of System, IET Systems Biology (SCI), Vol. 10, No. 1, pp. 34-40, doi: 10.1049/iet-syb.2015.0002 (Feb. 2016).

[33] Yujie Li*, Shuxue Ding, Zhenni Li, and Wuhui Chen, Nonnegative Dictionary-Learning Algorithm Based on L1 Norm with the Sparse Analysis Model, Information Engineering Express (International Institute of Applied Informatics), Vol. 1, No.4, pp. 1 – 10 (Oct. 2015).

[34] Zhenni Li*, Shuxue Ding, and Yujie Li, A Fast Algorithm for Learning Overcomplete Dictionary for Sparse Representation Based on Proximal Operators, Neural computation (SCI), Vol. 27, pp. 1951–1982, doi:10.1162/NECO_a_00763 (Sept. 2015).

[35] Hongjuan Zhang, Guinan Wang, Pingmei Cai, Zikai Wu, and Shuxue Ding*, A Fast Blind Source Separation Algorithm Based on the Temporal Structure of Signals, Neurocomputing (Elsevier, SCI)Vol. 139, No. 9, pp. 261-271 (Sept. 2014).

[36] Yan Sun, Ying Bai, Shuxue Ding, Yi-Yuan Tang, Yifen Cui, and Yan Wang, Intelligent Diagnostic System for Cerebrovascular Diseases Based on a Bayesian Network with Information Gain, International Journal of Innovative Computing, Information and ControlVol. 9, No. 11, pp. 4545-4554 (Nov. 2013).

[37] Zhenni Li, Changshui Yu, Shuxue Ding, and Zunyi Tang, Nondestructive Probing Scheme of Quantum State without Quantum Correlation, International Journal of Theoretical Physics (SCI)Vol. 52No. 10, pp. 3676-3682, doi:10.1007/s10773-013-1673-5 (Oct. 2013).

[38] Zunyi Tang, Shuxue Ding, Zhenni Li, and Linlin Jiang, Dictionary Learning Based on Nonnegative Matrix Factorization Using Parallel Coordinate Descent, Abstract and Applied Analysis, Vol. 2013, Article ID 259863, 11 pages, doi:10.1155/2013/259863 (June 2013).

[39] Xiaohong Ma, Shuxue Ding, Liangsheng Wei, and Jie Yang, Blind Identification of Underdetermined Mixing Matrix and Source Separation by Finding and Solving a Row Echelon-Like Form of System in the Time-Frequency Domain, ICIC Express Letters, Part B: Applications (Ei Compendex, Scopus)Vol. 4, No. 3, pp.739-746 (Jun. 2013).

[40] Zunyi Tang and Shuxue Ding*, Dictionary Learning with Incoherence and Sparsity Constraints for Sparse Representation of Nonnegative Signals, IEICE Transactions on Information and Systems (SCI Journal List), Vol. E96-D, No. 5, pp.1192-1203, doi: 10.1587/transinf.E96.D.1192 (May 2013).

[41] Yan Sun and Shuxue Ding, An Enhanced Wu-Huberman Algorithm with Pole Point Selection Strategy, Abstract and Applied AnalysisVol. 2013Article ID 589386, 6 pages, doi:10.1155/2013/589386 (May 2013).

[42] Zunyi Tang and Shuxue Ding*, A Method of Sparse Nonnegative Matrix Factorization for Feature Extraction, ICIC Express Letters, Part B: Applications (EI Compendex, Scopus)Vol. 3, No. 6, pp. 1557-1564 (Dec. 2012).

[43] Zuyuan Yang, Yong Xiang, Shengli Xie, Shuxue Ding*, and Yue Rong, Nonnegative blind source separation by sparse component analysis based on determinant measure, IEEE Transactions on Neural Networks and Learning Systems (SCI), Vol. 23, No. 10, pp.1601-1610 (Oct. 2012).

[44] Xuan Guo, Yoshiyuki Toyoda, Huankang Li, Jie Huang, Shuxue Ding, and Yong Liu, Environmental Sound Recognition Using Time-Frequency Intersection Patterns, Applied Computational Intelligence and Soft Computing, Vol. 2012, Article ID 650818, 6 pages doi : 10.1155/2012/650818 (Apr. 2012).

[45] Zunyi Tang, Shuxue Ding*, and Zuyuan Yang, Dictionary Learning for Sparse Representation by Nonnegative Matrix Factorization with Constraint of Determinant-Type of Maximization, ICIC Express Letters (EI Compendex, Scopus), Vol. 6, No. 2, pp. 509-515 (Feb. 2012).

[46] Zunyi Tang, Zuyuan Yang and Shuxue Ding*, A New Dictionary Learning Method for Sparse Representation, ICIC Express Letters (EI Compendex, Scopus), Vol. 5, No. 5, pp. 1535-1540 (May. 2011).

[47] Wenlong Liu, Qian Liu, Minglu Jin and Shuxue Ding*, An Iterative Algorithm for Joint Beamforming and DoA Estimation, International Journal of Innovative Computing, Information and Control (ISSN: 1349-4198), Vol. 7, No. 5(B), pp. 3019-3032 (May 2011).

[48] Zuyuan Yang, Guoxu Zhou, Shengli Xie, Shuxue Ding*, Jun-Mei Yang, and Jun Zhang, Blind Spectral Unmixing Based on Sparse Nonnegative Matrix Factorization, IEEE Transactions on Image Processing (SCI)Vol. 20, No. 4, pp. 1112-1125 (Apr. 2011).

[49] Yan Sun, Yiyuan Tang, Shuxue Ding, Shipin Lv, Yifen Cui, Diagnose the mild cognitive impairment by constructing Bayesian network with missing data, Expert Systems with Applications (Elsevier) (SCI), Vol. 38, No. 1, pp. 442–449 (Jan. 2011).

[50] Zuyuan Yang, Guoxu Zhou, Shuxue Ding* and Shengli Xie, Nonnegative Blind Source Separation by Iterative Volume Maximization with Fully Nonnegativity Constraints, ICIC Express Letters (EI Compendex, Scopus), Vol. 4, No. 6(B), pp. 2329-2334 (Dec. 2010).

[51] Zuyuan Yang, Shuxue Ding*, and Shengli Xie, Blind Source Separation by Fully Nonnegative Constrained Iterative Volume Maximization, IEEE Signal Processing Letters (SCI), Vol. 17, No. 9, pp. 799-802 (Sept. 2010).

[52] Wenlong Liu and Shuxue Ding*, Performance Analysis of the Iterative Decision Method for Optimal Multiuser Detection, ICIC Express Letters (EI Compendex, Scopus)Vol.3, No.3 (B), pp. 615-620 (Sept. 2009).

[53] Wenlong Liu and Shuxue Ding*, The Diagonal Loading Beamformers for the PAM Communication Systems,International Journal of Innovative Computing, Information and Control (ISSN: 1349-4198), Vol. 5, No. 9, pp. 2907-2916 (Sept. 2009).

[54] Takahiro Haneda and Shuxue Ding*, Pseudo Online Independent Component Analysis for Dynamical Mixing Using Gradient-Optimization, Journal of Advanced Computational Intelligence and Intelligent InformaticsVol.13, No.3, pp.275-283 (May 2009).

[55] Wenlong Liu and Shuxue Ding, An Efficient Method to Determine the Diagonal Loading Factor Using the Constant Modulus Feature, IEEE Transactions on Signal Processing (SCI), Vol. 56, No.12, pp. 6102-6106 (Dec. 2008).

[56] Shuxue Ding, Independent Component Analysis via Learning Updating Using a Form of Orthonormal Transformation Based on the Diagonalization Principle, International Journal of Innovative Computing, Information and Control (ISSN: 1349-4198), Vol. 3, No. 5, pp.1219-1235 (Oct. 2007).

[57] Zhaoshui He, Shengli Xie, Shuxue Ding and Andrzej Cichocki, Convolutive Blind Source Separation in the Frequency Domain Based on Sparse Representation, IEEE Transactions on Audio, Speech and Language Processing (SCI), Vol.15, No.5, pp. 1551-1563 (Jul. 2007).

[58] Shuxue Ding, Jie Huang, Daming Wei and Andrzej Cichocki, A Near Real-Time Approach for Convolutive Blind Source Separation, IEEE Transactions on Circuits and Systems, Part I: Regular Papers (SCI)Vol.53No.1, pp. 114-128 (Jan. 2006).

[59] Shuxue Ding, Andrzej Cichocki, Jie Huang and Daming Wei, Blind Source Separation of Acoustic Signals in Realistic Environments Based on ICA in the Time-Frequency Domain, International of Journal of Pervasive Computing and CommunicationsVol.1, No.2, pp. 89-99 (Jun. 2005).

[60] Wenxi Chen, Daming Wei, Shuxue Ding, Michael Cohen, Hui Wang, Shigeru Tokinoya and Naotoshi Takeda, A Scalable Mobile Phone-Based System for Multiple Vital Signs Monitoring and Healthcare, International of Journal of Pervasive Computing and CommunicationsVol.1, No.2, pp.157-163 (Jun. 2005).

[61] Shuxue Ding, Jie Huang and Daming Wei, Real-Time Blind Source Separation of Acoustic Signals with a Recursive Approach. International Journal of Computational Intelligence and ApplicationsVol. 4, No. 2, pp.193-206 (Jun. 2004).

[62] Shuxue Ding, Xin Zhu, Wenxi Chen, Daming Wei, Derivation of Respiratory Signal from Single-Channel ECGs Based on Source Statistics, International Journal of Bioelectromagnetism, Vol.6, No.2, pp.43-49 (Feb. 2004).

[63] Shuxue Ding, Evolution and Fate of Perturbed Bartnik-McKinnon Space-time, Physics Letters B (SCI), Vol.370 B,pp.22-28 (Jul. 1996).

[64] Shuxue Ding, Yasushige Maeda, and Masaru Siino, Four Dimensional Quantum Topology Changes of Spacetimes,Journal of Mathematical Physics (SCI), Vol.37, pp.5611-5626 (May 1996).

[65] Shuxue Ding, Yasushige Maeda, and Masaru Siino, Topology Changes by Quantum Tunneling in Four Dimensional Gravity, Physics Letters B (SCI), Vol.354 B, pp.46-51 (Jul. 1995).

[66] Shuxue Ding, Cosmological Sphaleron from Real Tunneling and Its Fate, Physical Review D (SCI)Vol.50,pp.3755-3759 (Nov. 1994).

[67] Ing An, Shuxue Ding, and He-Shan Song, Charged Vortices in an Abelian Higgs Model with Chern-Simons Term at Finite Temperature, Communications in Theoretical Physics (SCI) , Vol.20, pp.231-238 (Aug. 1993).

[68] Shuxue Ding, Topology Changing Solutions of (2+1)-dimensional Einstein-Cartan Theory, Classical and Quantum Gravity (SCI), Vol.10, pp. 851-858 (May 1993).

[69] Akio Hosoya and Shuxue Ding, Wick Rotation in Topology Change by Tunneling in (2+1)-dimensional Einstein Gravity, Vistas in Astronomy, Vol.37, pp.617-620 (Mar. 1993).

[70] Shuxue Ding, He-Shan Song, and Ing An, Anyon Solution of an Abelian Gauge Field Coupling with Torsion,Communications in Theoretical Physics (SCI), Vol.19, pp.357-360 (Mar. 1993).

[71] Akio Hosoya and Shuxue Ding, Topology Change by Tunneling in Semi-classical Einstein Gravity-Time Slice in (2+1)-Dimensional Toy Model, Classical and Quantum Gravity (SCI), Vol.10, pp.695-701 (Feb. 1993).

[72]  He-Shan Song, Shuxue Ding, and Ing An, Statistical Mechanical Properties of the q-Oscillator System, Journal of Physics A (SCI), Vol.A 26, pp.5197-5205 (Jan. 1993).

[73]  He-Shan Song, Shuxue Ding, and Ing An, Chern-Simons Gauge Theory and Ginzburg- Landau Type Theories 2. Non-abelian Cases, Communications in Theoretical Physics (SCI), Vol.18, pp.353-356 (Sept. 1992).

[74]  He-Shan Song, Shuxue Ding, and Ing An, Chern-Simons Gauge Theory and Ginzburg- Landau Type Theories 1: Abelian Cases, Communications in Theoretical Physics (SCI), Vol.17, pp.381-384 (Mar. 1992).

[75]  Shuxue Ding, He-Shan Song, and Ing An, Chern-Simons Gauge Theory and Anyon at Finite Temperature,Communications in Theoretical Physics (SCI), Vol.16, pp.325-330 (Sept. 1991).

[76]  Shuxue Ding, He-Shan Song, and Ing An, Gravitational Correction to Hyperfine Structure, Communications in Theoretical Physics (SCI), Vol.13, pp.533-542 (Apr. 1990).

International Journal Reviewer’s Board                                                        

[1] Shuxue Ding and Andrzej Cichocki, Special Issue on Aware Science and Technology, International Journal of Innovative Computing, Information and Control (ISSN: 1349-4198), Guest editors, Vol. 7, No. 5(B) (May 2011).

[2]  Zixue Cheng, Qiangfu Zhao, Shuxue Ding, Abderazek Ben Abdallah, Wenxi Chen, Distinguished University Focusing on Computer Science and Engineering Education for Cultivation of Global IT Innovators, Jisuanji Jiaoyu计算机教育), No. 5(May 2017), pp. 8-12.