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  • 个人资料
  • 个人概况
  • 研究领域
  • 开授课程
  • 科研项目
  • 论文
  • 科技成果
  • 荣誉及奖励
  • 招生信息

2002 访问

相关教师

个人资料

  • 院部/部门：数学科学学院
  • 联系电话：
  • 性别：男
  • 电子邮箱：longzlh@suda.edu.cn
  • 专业技术职务：
  • 办公地址：
  • 毕业院校：香港浸会大学
  • 通讯地址：
  • 学位：博士
  • 邮编：
  • 学历：博士
  • 传真：

教育经历

教育经历：
  • 学士,1998.9-2002.6,应用数学,东南大学 ,学士,2002.6,应用数学,东南大学
  • 硕士,2002.9-2005.6,运筹学与控制论硕士毕业,东南大学,硕士,2005.6,硕士,东南大学
  • 博士,2005.9-2008.11,数学,香港浸会大学,博士,2008.11,博士,香港浸会大学

工作经历

工作经历：
  • 2009.3-2012.6,上海财经大学,讲师
  • 2012.6.30-2015.6.30,上海财经大学,副教授
  • 2015.6.30-2020.1,上海财经大学,教授
  • 2020.1.17-至今,18新利体育 ,特聘教授
  • 2007.12-2008.5,美国北卡州立大学,访问学者,访问学者
  • 2013.02-2014.02,美国德克萨斯州大学阿灵顿分校,访问学者,访问学者

个人简介

个人简介：

研究兴趣或方向：

最优化理论与计算，数值代数，数据科学


学术成果：

主持国家自然科学基金青年/面上项目，参与国家自然科学基金重大研究计划。

在数值代数、最优化及数据科学相关的研究上，发表五十多篇SCI学术论文。其中有发表于计算数学和机器学习领域权威期刊《Math. Progam.》、《Math. Comp.》、《Numer. Math.》、《J. Sci. Comput.》、《IMA J. Numer. Anal.》，《IEEE Trans. Pattern Anal. Mach. Intell.》，《Bioinformatics》以及十余篇发表于美国工业与应用数学协会 (Society for Industrial and Applied Mathematics，SIAM)旗下的杂志等。相关成果：https://www.researchgate.net/profile/Leihong-Zhang-3


主要荣誉：

1. 2012年第四届中国数学会计算数学分会颁发的“应用数值代数奖’’

2. 2017年上海财经大学第四届学术奖

3. 2018年世界华人数学家联盟最佳论文奖－若琳奖

4. 2019年世界华人数学家联盟最佳论文奖－若琳奖

5. 2019年上海市自然科学三等奖（第一完成人）

社会职务

社会职务：

杂志编委：

SCI期刊《Operators and Matrices》编委, 2020--

SCI期刊《Frontiers of Mathematics in China》Special issue for THA2021客座编委

期刊《Numerical Algebra, Control and Optimization》编委 2021--

期刊《计算数学》编委 2024--

研究领域

研究方向：

最优化理论与计算，数值线性代数，模式识别，数据挖掘

开授课程

开授课程：课程教学（旧版）：

科研项目

科研项目：
  • 1、非线性降维与聚类中的几个问题研究,2018.1-2019.12,2018.1,苏仰锋,国家自然科学重大研究计划,上海财经大学,数学,160,91730303,国家自然科学重大研究计划,4
  • 2、若干与极小化Rayleigh商相 关的非线性特征值问题的研究,2017.1-2020.12,2017.1,张雷洪,国家自然科学面上基金,上海财经大学,数学,48,11671246,国家自然科学基金委,1
  • 3、正交约束优化问题的非光滑 算法,2014.1-2017.12,杨卫红,国家自然科学面上基金,复旦大学,数学,50,11371102,国家自然科学面上基金,2
  • 4、线性判别分析的理论和算法的研究,2012.1-2014.12,张雷洪,国家自然科学青年基金,上海财经大学,数学,22,11101257,国家自然科学青年基金,1
  • 5、自洽场迭代的理论、算法及在数据科学中的应用,-2024.12,2021.01,张雷洪,国家自然科学面上基金,18新利体育 ,计算数学,12071332,国家自然科学基金委,1

论文

论文：
  • 1、A generalized quasi-Newton equation and computational experience,Journal of Computational Mathematics,SCI,2006,Lei-Hong Zhang,Ping-Qi Pan,Lei-Hong Zhang, pp.665-674.,1
  • 2、A continuous Newton-type method for unconstrained optimization,Pacific Journal of Optimization,SCIE,2008,Lei-Hong Zhang,C. T. Kelley,Li-Zhi Liao,C. T. Kelley
  • 3、A generalized projective dynamic for solving extreme and interior eigenvalue problems,Discrete and Continuous Dynamical System - Series B, ,SCI,2008,Lei-Hong Zhang,Li-Zhi Liao,Li-Zhi Liao,10(2008), pp.997-1019.,1
  • 4、Fast Algorithms for the generalized Foley-Sammon discriminant analysis,SIAM Journal on Matrix Analysis and Applications,SCI,2010,Lei-Hong Zhang,Li-Zhi Liao,Michael K. Ng,Lei-Hong Zhang,31 (2010), pp.1584-1605.
  • 5、Riemannian Newton method for the multivariate eigenvalue problem,SIAM Journal on Matrix Analysis and Applications,SCI,2010,Lei-Hong Zhang,Lei-Hong Zhang,31(2010), pp.2972-2996.,1
  • 6、Uncorrelated trace ratio LDA for undersampled problems,Pattern Recognition Letters,SCI,2011,Lei-Hong Zhang,Lei-Hong Zhang,32(2011), pp.476-484.,1
  • 7、Towards the global solution of the maximal correlation problem,Journal of Global Optimization,SCI,2011,Lei-Hong Zhang,Li-Zhi Liao,Li-Ming Sun,49(2011), pp.91-107.,1
  • 8、On sparse linear discriminant analysis for high-dimensional data classification,Numerical Linear Algebra with Applications,SCI,2011,Michael K. Ng,Li-Zhi Liao,Lei-Hong Zhang,18(2011), pp.223-235.,3
  • 9、Computing absolute maximum correlation,IMA Journal of Numerical Analysis,SCI,2012,Lei-Hong Zhang,Moody T. Chu,32(2012), pp.163-184.,1
  • 10、Riemannian trust-region method for the maximal correlation problem,Numerical Functional Analysis and Optimization,SCI,2012,Lei-Hong Zhang,33:3(2012), pp. 338-362.,1
  • 11、An alternating variable method for the maximal correlation problem,Journal of Global Optimization,SCI,2012,Lei-Hong Zhang,Li-Zhi Liao,54(2012), pp.199-218.,1
  • 12、Superlinear convergence of a general algorithm for the generalized Foley-Sammon discriminant analysis,Journal of Optimization Theory and Applications,SCI,2013,Lei-Hong Zhang,Li-Zhi Liao,Michael K. Ng,157(2013), pp. 853-865.,1
  • 13、On optimizing the sum of the Rayleigh quotient and the generalized Rayleigh quotient on the unit sphere,Computational Optimization and Applications,SCI,2013,Lei-Hong Zhang,Lei-Hong Zhang,54(2013), pp.111-139.,1
  • 14、 Perturbation analysis for the trace quotient problem,Linear and Multilinear Algebra,SCI,2013,Lei-Hong Zhang,Wei Hong Yang,Lei-Hong Zhang,61:12(2013), pp.1629-1640.,1
  • 15、An efficient algorithm for second- order !cone linear complementarity problems,Mathematics of Computation,SCI,2013,Lei-Hong Zhang,Wei Hong Yang,Wei-Hong Yang,83(2013), pp.1701-1726.,1
  • 16、On an efficient implementation of the face algorithm for linear programming,Journal of Computational Mathematics,SCI,2013,Lei-Hong Zhang,Wei Hong Yang,Li-Zhi Liao,Lei-Hong Zhang,31:4(2013), pp.335-354.,1
  • 17、Optimality conditions of the nonlinear programming on Riemannian manifolds,Pacific Journal of Optimization,SCIE,2014,Wei Hong Yang,Lei-Hong Zhang,Ruyi Song,10(2014), pp.415-434.,2/3
  • 18、On the local and superlinear convergence of a parameterized DFP method,Numerical Functional Analysis and Optimization,SCI,2014,Lei-Hong Zhang,Ping-Qi Pan,Shi-Pei Zhang,Lei-Hong Zhang,35:1(2014), pp.111-132.,1
  • 19、A note on the trace ratio optimization problem,Optimization Letters,SCI,2014,Lei-Hong Zhang,Wei Hong Yang,Li-Zhi Liao,Lei-Hong Zhang,8(2014), pp.1637–1645.,1
  • 20、On the self-consistent-field iteration for maximizing the sum of the Rayleigh quotients,Journal of Computational and Applied Mathematics,,SCI,2014,Lei-Hong Zhang,Lei-Hong Zhang,257(2014), pp.14-28.,1
  • 21、Maximization of the sum of the trace ratio on the Stiefel manifold, I: Theory,SCIENCE CHINA Mathematics,SCI,2014,Lei-Hong Zhang,Ren-Cang Li,57(2014), pp. 2495– 2508.,1
  • 22、Rayleigh-Ritz approximation for the linear response eigenvalue problem,SIAM Journal on Matrix Analysis and Applications,SCI,2014,Lei-Hong Zhang,Jungong Xue,Ren-Cang Li,35:2(2014), pp. 765-782.,1
  • 23、Global and local convergence of a nonmonotone SQP method for constrained nonlinear optimization,Computational Optimization and Applications,,SCI,2014,Chungen Shen,Lei-Hong Zhang,Bo Wang,59(2014), pp. 435-473.,2
  • 24、An efficient matrix splitting method for the second-order cone complementarity problem,SIAM Journal on Optimization,SCI,2014,Lei-Hong Zhang,Wei Hong Yang,Lei-Hong Zhang,24:3(2014), pp. 1178-1205.,1
  • 25、Convergence of block Lanczos method for eigenvalue clusters,Numerische Mathematik,SCI,2015,Ren-Cang Li,Lei-Hong Zhang,131(2015), pp. 83-113.,2/2
  • 26、Backward perturbation analysis and residual bounds of the linear response eigenvalue problem,BIT Numerical Mathematics,SCI,2015,Lei-Hong Zhang,Wen-Wei Lin,Ren-Cang Li,,55(2015), pp. 869-896.,1
  • 27、Maximization of the sum of the trace ratio on the Stiefel manifold, II: Computation,SCIENCE CHINA Mathematics,SCI,2015,Lei-Hong Zhang,Ren-Cang Li,58(2015), pp.1549-1566.,1
  • 28、A Krylov subspace method for the large-scale second-order cone complementarity problem,SIAM Journal on Scientific Computing,SCI,2015,Lei-Hong Zhang,Wei Hong Yang,Chungen Shen,37:4(2015), pp. A2046-A2075.,1/4
  • 29、A stabilized filter SQP algorithm for nonlinear programming,Journal of Global Optimization,SCI,2016,Chungen Shen,Lei-Hong Zhang,Wei Liu,65:4(2016), pp. 677-708.,2
  • 30、A filter active-Set algorithm for ball/sphere constrained optimization problem,SIAM Journal on Optimization,SCI,2016,Chungen Shen,Lei-Hong Zhang,Wei Hong Yang,26:3(2016), pp.1429-1464.,2/3
  • 31、Solution analysis for the pseudomonotone second-order cone linear complementarity problem,Optimization,SCI,2016,Wei Hong Yang,Lei-Hong Zhang,Chungen Shen,65:9(2016), pp.1703-1715.,2/3
  • 32、Error bounds for approximate deflating subspaces of linear response eigenvalue problem,Linear Algebra and its applications,SCI,2017,Weiguo Wang,Lei-Hong Zhang,Ren-Cang Li,,528(2017), pp.273-289.,2/3
  • 33、On the range of the pseudomonotone second-order cone linear complementarity problem,Journal of Optimization Theory and Applications,SCI,2017,Weiguo Wang,Lei-Hong Zhang,Chungen Shen,173:2(2017), pp. 504-522.,2/3
  • 34、On the generalized Lanczos trust-region method,SIAM Journal on Optimization,SCI,2017,Lei-Hong Zhang,Chungen Shen,Ren-Cang Li,, 27:3(2017), pp. 2110-2142.,1
  • 35、A Block Lanczos-type Method for the Linear Response Eigenvalue Problem,Electronic Transactions on Numerical Analysis,SCI,2017,Zhongming Teng,Lei-Hong Zhang,46(2017), pp. 505-523.,2/2
  • 36、A Lanczos method for large-scale extreme Lorentz eigenvalue problems,SIAM Journal on Matrix Analysis and Applications,SCI,2018,Lei-Hong Zhang,Chungen Shen,Wei Hong Yang,39:2(2018), pp. 611-631.,1
  • 37、A Review of “Linear Programming Computation” by Ping-Qi Pan,European Journal of Operational Research,SCI,2018,Yangyang Shi,Lei-Hong Zhang,Wenxin Zhu,267:3(2018), pp. 1182-1183.,2/3
  • 38、A nested Lanczos method for the trust-region subproblem,SIAM Journal on Scientific Computing,SCI,2018,Lei-Hong Zhang,Chungen Shen,40:4(2018), pp. A2005–A2032.,1
  • 39、Error bounds of the truncated Lanczos approach for the trust-region subproblem,Frontiers of Mathematics in China,SCIE,2018,Lei-Hong Zhang,Wei Hong Yang,Chungen Shen,13:2(2018), pp. 459-481.,1
  • 40、A projected preconditioning CG method for the linear response eigenvalue problem,Numerical Algebra, Control and Optimization,2018, Xing Li,Chungen Shen,Lei-Hong Zhang,Lei-Hong Zhang,8:4(2018), pp. 389-412.,3/3
  • 41、On an Eigenvector- Dependent Nonlinear Eigenvalue Problem,SIAM Journal on Matrix Analysis and Applications,SCI,2018,Yunfeng Cai,Lei-Hong Zhang,Zhaojun Bai,39:3(2018), pp. 1360-1382.,2/4
  • 42、An Efficient Numerical Method for the Symmetric Positive Definite Second Order Cone Linear Complementarity Problem,Journal of Scientific Computing,SCI,2019,Xiang Wang,Xing Li,Lei-Hong Zhang,79:1608-1629.,3/4
  • 43、 Simultaneous clustering of multiview biomedical data using manifold optimization,Bioinformatics,SCI,2019,Yun Yu,Lei-Hong Zhang,Shuqin Zhang,(2019) 35:4029-4037.,2/3
  • 44、Krylov subspace methods for the trust-region subproblem and beyond,in ICCM proceedings 2018 at NTU,2020,Lei-Hong Zhang,Ren-Cang Li,Lei-Hong Zhang,18新利体育 ,1
  • 45、Orthogonal Canonical Correlation Analysis and Applications,Optimization Methods and Software,SCI,2020,Li Wang,Lei-Hong Zhang,Zhaojun Bai,35:4(2020): 787-807.,2/4
  • 46、An eigenvalue-based method for the unbalanced Procrustes problem, SIAM Journal on Matrix Analysis and Applications,SCI,2020,Lei-Hong Zhang,18新利体育 ,Wei Hong Yang,Chungen Shen,Lei-Hong Zhang,18新利体育 ,Vol. 41, No. 3, pp. 957-983,1
  • 47、A Self-Consistent-Field Iteration for Orthogonal Canonical Correlation Analysis, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI),SCI,2022,Lei-Hong Zhang,18新利体育 ,Li Wang,Zhaojun Bai,44(2):890-904.,1/4
  • 48、An accelerated active-set algorithm for a quadratic semidefinite program with general constraints, Computational Optimization and Applications,SCI,2021,Chungen Shen,Yunlong Wang,Wenjuan Xue,78:1, pp. 1-42,4/4
  • 49、A nonlinear eigenvalue problem associated with the sum-of-Rayleigh-quotients maximization, CSIAM Transaction on Applied Mathematic,2021,Lei-Hong Zhang,18新利体育 ,Rui Chang,Lei-Hong Zhang,18新利体育 ,2:2, pp. 313-335
  • 50、An Active-Set Newton algorithm for L1 regularized optimization problems with bound constraints, Journal of Scientific Computing,SCI,2020,Chungen Shen,Wenjuan Xue,Lei-Hong Zhang,85:57(2020), pp. 1-34,3/4
  • 51、A structure-exploiting nested Lanczos-type iteration for the multi-view canonical correlation analysis, SIAM Journal on Scientific Computing,SCI,2021,Lei-Hong Zhang,Soochow University,Xijun Ma,Chungen Shen,Lei-Hong Zhang,Soochow University,43(4), A2685–A2713,1
  • 52、An active-set proximal quasi-Newton algorithm for L1 regularized minimization over a sphere constraint, Optimization,SCI,2022,Shengen Shen,Ling Mi,Lei-Hong Zhang,Soochow University,to appear,3/3
  • 53、A Self-Consistent-Field Iteration for MAXBET With an Application to Multi-view Feature Extraction, Advances in Computational Mathematics, SCI,2022, Xijun Ma , Chungen Shen, Li Wang,Lei-Hong Zhang, Ren-Cang Li, Soochow University,48:13.
  • 54、Solving the cubic regularization model by a nested restarting Lanczos method, SIAM Journal on Matrix Analysis and Applications,SCI,2022,Xiaojing Jia,Xin Liang,Chungen Shen,Lei-Hong Zhang,Soochow University,43:2(2022):812-839
  • 55、Solving Symmetric and Positive Definite Second-Order Cone Linear Complementarity Problem by A Rational Krylov Subspace Method, Applied Numerical Mathematics,SCI,2022,Yiding Lin,Xiang Wang,Lei-Hong Zhang,Soochow University,176: 104–117
  • 56、 Orthogonal Multi-view Analysis by Successive Approximations via Eigenvectors, Neurocomputing, SCI, 2022, Li Wang, Lei-Hong Zhang , Chungen Shen and Ren-Cang Li, 512 (2022), 100–116,2
  • 57、 Trace Ratio Optimization Problem with an Application to Multi-view Learning, Mathematical Programming-A, to appear, SCI, 2022, Li Wang, Lei-Hong Zhang, Ren-Cang Li, https://doi.org/10.1007/s10107-022-01900-w,2
  • 58、 On Generalizing Trace Minimization Principles, Linear Algebra and its Applications, SCI, 2023, Xin Liang, Li Wang, Lei-Hong Zhang and Ren-Cang Li, 656: 483–509
  • 59、 Maximizing Sum of Coupled Traces with Applications, Numerische Mathematik, to appear, SCI, 2022, Li Wang, Lei-Hong Zhang, Ren-Cang Li,152:587–629
  • 60、Accurate Polynomial Fitting and Evaluation via Arnoldi, Numerical Algebra, Control and Optimization, 2023, Lei-Hong Zhang, Soochow University, Yangfeng Su, Ren-Cang Li, to appear.
  • 61、On Kahan’s automatic step-size control and an anadromic gradient descent iteration, Optimization, SCI, 2023, Zirui Gu, Soochow University, Kexin Jin, Yifen Meng, Linuo Xue, Lei-Hong Zhang
  • 62、Proximal Gradient/Semismooth Newton Methods for Projection onto a Polyhedron via the Duality-Gap-Active-Set Strategy, Journal of Scientific Computing, SCI, 2023, Yunlong Wang, Chungen Shen, Lei-Hong Zhang and Wei Hong Yang, 97:3
  • 63、 On Stewart’s Perturbation Theorem for SVD, Annals of Mathematical Sciences and Applications, 2024, Ren-Cang Li, Ninoslav Truhar, Lei-Hong Zhang, to appear, 3
  • 64、Robust Tensor Recovery via A Nonconvex Approach with Ket Augmentation and Auto-Weighted Strategy, Numerical Linear Algebra with Applications, SCI, 2024, Wenhui Xie, Soochow University, Chen Ling, Hongjin He, and Lei-Hong Zhang, https://doi.org/10.1002/nla.2580,4
  • 65、 The Multi-Class Stackelberg Prediction Game with Least Squares Loss, Optimization and Engineering, SCI, 2024, Shanheng Han, Soochow University, Yangjun Lin, Jiaxin Wang, Lei-Hong Zhang, DOI :10.1007/s11081-024-09921-4,4
  • 66、The Lq-weighted dual of linear Chebyshev approximation and an interior-point method, Advances in Computational Mathematics, SCI, 2024, Linyi Yang, Soochow University, Lei-Hong Zhang, Yanan Zhang, 50:80, 2
  • 67、 A convex dual problem for the rational minimax approximation and Lawson’s iteration, Mathematics of Computation, SCI, 2024, Lei-Hong Zhang, Soochow University, Linyi Yang, Wei Hong Yang, and Yanan Zhang, to appear.,1

科技成果

软件著作 著作： 专利 专利：

荣誉及奖励

荣誉及奖励：
  • 1、第四届 应用数值代数奖 ,张雷洪,2012.10
  • 2、第四届上海财经大学学术奖,张雷洪,2017
  • 3、2018年世界华人数学家联盟最佳论文奖 若琳奖,张雷洪,2018
  • 4、2019世界华人数学家联盟最佳论文奖 若琳奖,张雷洪,2019
  • 5、上海市自然科学三等奖(特征值问题Krylov子空间方法及应用),张雷洪，杨卫红,2019,上海市自然科学三等奖

招生信息

招生信息： 招生信息（旧版）：