财大数统学院
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焦雨领
  • 焦雨领
  • 系别:统计学系
  • 职称:Associate professor
  • E-mail:yljiaostatistics@zuel.edu.cn
  • 焦雨领(电话:15871394253),2014年毕业于武汉大学数学与统计学院, 现就职于中南财经政法大学统计与数学学院统计学系,文澜学者。主要从事统计计算,机器学习,反问题,图像处理,数据科学中的建模和随机、并行、分布式算法的研究。主持国家自然科学基金青年项目和湖北省自然科学基金面上项目各一项,中央高校研究项目3项。在包括SIAM Journal on Numerical Analysis, Applied and Computational Harmonic Analysis, Inverse Problem, IEEE Transactions on Signal Processing, IEEE Transactions on Geoscience and Remote Sensing, Journal of Scientific Computing, Advanced in Computational Mathematics 等在内的国际一类、二类期刊上发表20余篇SCI论文并制作了8个MATLAB 包。

    主页: http://faculty.zuel.edu.cn/tjyjxxy/jyl/list.htm

  • Research Grants

      NSFC, 2016,1-2018,12. (No.11501579).

      Fundamental Research Funds for the Central Universities, 2014,10-2016,12. (No. 31541411212 and No. 31541411224 and No. 21401611204).

      Natrual Science Foundation of Hubei Province, 2016,8-2018,8. (No. 2016CFB486).


    News: Paper 24 is published by IEEE Signal Processing Letters.

    News: Paper 22 is published by Inverse Problems.

    News: Paper 18 is published by IEEE Transactions on Signal Processing.

    News: Paper 17 is published by SIAM Journal on Numerical Analysis.

    News: Paper 13 is published by IEEE Transactions on Geoscience and Remote Sensing.

    News: Paper 9 is published by Applied and Computational Harmonic Analysis.

    News: Paper 6 is published by IEEE Transactions on Signal Processing.

    Google Scholar ID: 

    https://scholar.google.com/citations?user=yFDDsVgAAAAJ&hl=zh-CN

    Matlab Pckages:

    8:http://www0.cs.ucl.ac.uk/staff/b.jin/software/ishtc.zip (with paper 24 below)

    7:http://homepage.stat.uiowa.edu/~jian/ (with paper 20 below)

    6:https://www.researchgate.net/publication/295072545_sdar-package (with paper 19 below)

    5:http://www0.cs.ucl.ac.uk/staff/ b.jin/software/gpdasc.zip (with paper 18 below)

    4:http://xllv.whu.edu.cn/admm_lin_inv.rar (with paper 17 below)

    3: http://www0.cs.ucl.ac.uk/staff/b.jin/software/pdasc.zip  (with paper 16 below)

    2:http://www0.cs.ucl.ac.uk/staff/b.jin/software/pdascl0.zip  (with paper 9  below.)

    1: http://xllv.whu.edu.cn/pdascl1.zip  (with paper 6  below.)

     

    Research Papers

    24. Iterative Soft/Hard Thresholding Homotopy Algorithm for Sparse Recovery,(wtih Xiliang Lu and Bangti Jin), IEEE Signal Processing Letters, 24(6): 784-788, 2017. (SCI).

    23. Generalization based on the SELO penalty,(wtih Yongxiu Cao and Yueyong Shi), Submitted,  Oct, 1, 2016. (SCI).

    22. Preconditioned alternating direction method of multipliers for solving inverse problems with constraints,(wtih Qinian Jin, Xiliang Lu and Weijie Wang), Inverse problems, 2017,33(2), 025004. (SCI).

    21. An active set algorithm for l0 optimization with decaying signals, (wtih Bangti Jin and Xiliang Lu), Proceedings of International Conference on Inverse Problems from Theory to Applications,  Aug. 26-28, 2014, http://ipta2014.iopconfs.org/IOP/media/uploaded/EVIOP/event_458/IPTA2014[2].pdf (Planary Talk).

    20. SNAP: A Semismooth Newton Algorithm for Pathwise Optimization with Optimal Local Convergence Rate and Oracle Properties, http://xllv.whu.edu.cn/submit04.pdf, Submitted, 2016,(SCI).

    19. A Constructive Approach for High-Dimensional Linear Regression, (with Jian Huang, Yanyan Liu and Xiliang Lu),  (Revised), 2015,http://xllv.whu.edu.cn/submit03.pdf (SCI).

    18. Group Sparse Recovery via the l0(l2) Penalty: Theory and Algorithm, (wtih Bangti Jin and Xiliang Lu), IEEE Transactions on Signal Processing, 2017, 65(4): 998-1012.  (SCI).

    17. Alternating Direction Method of Multiplier for Linear Inverse Problems, (wtih Qinian Jin, Xiliang Lu and Weijie Wang), SIAM Journal on Numerical Aanalysis, 2016, 54(4), 2114-2137.   (SCI).

    16. A Primal Dual Active Set Algorithm for A Class of Nonconvex Sparsity Optimization.  (with Bangti Jin and Xiliang Lu),  (Revised), 2015,http://arxiv.org/abs/13101147 (SCI).

    15. Variable Selection via Seamless-$\ell^0$ for Cox Proportional Hazards Model, (with Yongxiu Cao, Yanyan Liu and Yueyong Shi), Revised, 2015,(SCI).

    14. ADMM for SICA in High-dimension Linear Regerssion,(with Yueyong Shi), Submitted, 2016, (SCI).

    13. Stripe Noise Separation and Removal in Remote Sensing Images by Consideration of the Global Sparsity and Local Variational Properties, (wtih Xinxin Liu, Xiliang Lu, Huanfeng Shen, Qiangqiang Yuan and Liangpei Zhang), IEEE Transactions on Geoscience and Remote Sensing,  2016, 54(5),3049-3060.  (SCI).

    12. A Group Bridge Approach for Variable Selection in High Dimensional Linear Regression Models. (with Yongxiu Cao,Jian Huang and Yanyan Liu), Communications in Statistics Simulation and Computation, 2016, In press http://www.tandfonline.com/doi/abs/10.1080/03610918.2015.1129409  (SCI).

    11. An Alternating Direction Method with Continuation for Nonconvex Low Rank Minimization, (with Zhengfen Jin, Zongping Wan and Xiling Lu), Jounal of Scientific Computing,  2016, 66(2): 849-869. (SCI).

    10. Lq Regularization for Robin Inverse Problem, (with Qibin Fan, Xiliang Lu and Zhiyuan Sun), Journal of Inverse and Ill-posed Problem,  2016, 24(1):3-12. (SCI).

    9. A Primal Dual Active  Set with Continuation Algorithm for the l0-regularized Optimization  Problem,  (with Bangti Jin and Xilaing Lu), Applied and Computational Harmonic Analysis, 2015, 39(3):400-426, (SCI).

    8. A Multi-Parameter Regularization Model for Image Restoration,Signal Processing, (with Qibin Fan,Dandan Jiang), 2015, 114, 131-142. (SCI).

    7. Numerical Identication of a Sparse Robin Coefficient,(with Zhiyuan Sun,  Bangti Jin and Xiliang Lu), Advances in Computational Mathematics, 2015,41(1):131-148.  (SCI).   

    6. A Primal Dual Active Set Algorithm with Continuation in Compressed Sensing, (with Qibin Fan and Xilaing Lu), IEEE Transactions on Signal Processing, 2014, 62(23):6276-6285, (SCI).

    5. Image Deblurring via Combined Total Variation and Framelet,(with Fenge Chen, Liyu Lin and Qianqing Qin), Circuits, Systems, and Signal Processing,  2014, 33(6): 1899 -1916,  (SCI).

    4. Sica for Cox’s Proportional Hazards Model with a Diverging Number of Parameters,(with Yueyong Shi, Yongxiu Cao,and Yanyan Liu), Acta Mathematicae Applicatae Sinica,  2014, 30(4): 887–902,  (SCI).

    3. Hybrid Regularization  Image Deblurring in the Presence of Impulsive Noise, (with Fenge Chen,  Guorui Ma, and Qianqing Qin),Journal of Visual Communication and Image Representation, 2013, 24(8):1349-1359, (SCI).

    2.  An Overview of Image Restoration Based on Variational Regularization, (with Qibin Fan), Advances in Mathematics (China), 2012,41(5):531-546.

    1. Containment Measure of Semicircular Region, (with Yuan Luo and Tao Li), Journal of Mathematics (China), 2012, 32(1): 163-166.




    Main Collaboraters


    1. Prof. Jian Huang, University of Iowa, http://homepage.stat.uiowa.edu/~jian/

    2. Prof. Xiliang Lu, Wuhan University, http://xllv.whu.edu.cn/

    3. Prof.Bangti Jin, University of College Landon, http://www0.cs.ucl.ac.uk/staff/b.jin/

    4. Prof. Qinian Jin, Australian National University, http://maths-people.anu.edu.au/~jinq/

  • 数据科学中的随机、并行、分布式快速算法与分析

    统计计算

    带稀疏约束的反问题的理论与算法

    图像复原

     

     

    Fast stochastic, parallel, distributed algorithms and analysis in data science
    Statistical computing
    Theory and algorithm of inverse problem with sparse constraints
    Image restoration

  • 1, Statistics (统计学)

    2, Statistical Computing (统计计算)

    3,Numerical Analysis (数值分析)

    4,Data Mining (数据挖掘)

    5,数值模拟与统计计算

    6,大数据挖掘与机器学习

    Lectrue note can be download at: http://faculty.zuel.edu.cn/tjyjxxy/jyl/list.htm