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相关教师

个人资料

  • 院部/部门:数学科学学院
  • 联系电话:
  • 性别:
  • 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,苏州大学,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Mathematics of Computation》、《Numerische Mathematik》、《Journal of Scientific Computing》、IMA Journal of Numerical Analysis》,《IEEE Transactions on Pattern Analysis and Machine Intelligence》,《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 MathematicsSIAM)旗下的杂志等。


主要荣誉

1. 2012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 ChinaSpecial issue for THA2021客座编委

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

期刊《Research in Mathematics编委



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,苏州大学,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,苏州大学,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,苏州大学,Wei Hong Yang,Chungen Shen,Lei-Hong Zhang,苏州大学,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,苏州大学,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,苏州大学,Rui Chang,Lei-Hong Zhang,苏州大学,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,to appear
  • 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,to appear
  • 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,to appear.

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):