西安电子科技大学数学与统计学院导师教师师资介绍简介-刘红卫

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基本信息
刘红卫教授博导
工作单位：数学与统计学院

联系方式
地址：西安电子科技大学数学与统计学院
邮编：710126
电话：
Email：hwliu@mail.xidian.edu.cn

个人简介
教授，校学术带头人,应用数学博士生导师。
1990年本科毕业于西北大学数学系。
1993年由西北大学授予理学硕士学位。
2002年12月在西安电子科技大学获得应用数学专业博士学位。
1993年硕士毕业后一直在西安电子科技大学数学系任教。2002年被批准为应用数学专业硕士研究生导师，2004年被批准为应用数学专业博士研究生导师。主要从事最优化理论、算法及应用，智能信息处理等方面的研究，发表论文80余篇，被SCI检索40余篇、被EI检索30余篇。

主要研究方向
最优化理论与算法研究
锥规划理论与算法研究
数据挖掘中的数学方法
变分不等式与互补问题
机器学习中的优化问题研究

承担和研究的项目
作为主持人或主要完成人参加多项国家自然科学基金项目:
2006.1-2006.12，主持国家自然科学基金资助项目“支撑向量机的模型选择与整体优化问题”(编号:**)，完成情况“优秀”。
2007.1-2009.12，作为主要参加成员完成“多核学习研究”(编号:**)，完成情况“优秀”。
作为主持人完成陕西省科学研究项目“组合优化中的半定规划方法”；
2011.1-2013.12，主持国家自然科学基金“非负矩阵分解的模型选择与算法研究”，项目编号：**；
2012.1-2015.12，作为主要参加成员参与国家自然科学基金“基于矩阵低秩近似的大规模核/度量学习研究”，项目编号：**；

一、软件：
1.SMCG_BB (Hongwei Liu, Zexian Liu)
2.GM_AOS(cone) (Zexian Liu,Hongwei Liu)
3. CGOPT(2.0)(Zexian Liu,Hongwei Liu, Yu-Hong Dai)
二、论文：
在线的主要论文
1. Zhao Ting, Hongwei Liu,Zexian Liu
New subspace minimization conjugate gradient methods based on regularization model for unconstrained optimization
Numerical Algorithms. DOI: 10.1007/s11075-020-01017-1
2021年的主要论文
1. Keke Zhang, Hongwei Liu, Zexian Liu
A New Adaptive Subspace Minimization Three-Term Conjugate Gradient Algorithm for Unconstrained Optimization
Journal of Computational Mathematics. 39(2), PP 159-177. 2021.
2020年的主要论文
1.Zexian Liu,Hongwei Liu,Yu-Hong Dai.
An improved Dai–Kou conjugate gradient algorithm for unconstrained optimization.
Computational Optimization and Applications, 75(1), pp 145-167. 2020/1.
2. Jun Yang,Hongwei Liu
A self-adaptive method for pseudomonotone equilibrium problems and variational inequalities
Computational Optimization and Applications. 75(2), pp 423-440. 2020/3.
3.Jun Yang, Hongwei Liu, Guaiwei Li
Convergence of a subgradient extragradient algorithm for solving monotone variational inequalities
Numerical Algorithms. 84(1), pp 389-405. 2020/5.
4. Xinliu Diao, Hongwei Liu, Zexian Liu
A new subspace minimization conjugate gradient method based on modified secant equation for unconstrained optimization.
Computational & Applied Mathematics. 39(4).2020/8.
5.Hongwei Liu, Jun Yang
Weak convergence of iterative methods for solving quasimonotone variational inequalities
Computational Optimization and Applications. 77(2), pp 491–508. 2020/11.
6.Jun Yang, Hongwei Liu
The subgradient extragradient method extended to pseudomonotone equilibrium problems and fixed point problems in Hilbert space
Optimization Letters. 14(7), pp 1803–1816. 2020/10.
2019年的主要论文
1. Huali Zhao, Hongwei Liu
Infeasible Mehrotra-type predictor–corrector algorithm for cartesian P*(κ) nonlinear complementarity problems over symmetric cones
International Journal of Computer Mathematics. 96(3), pp 457-473. 2019.
2. Hongwei Liu, Zexian Liu
An Efficient Barzilai–Borwein Conjugate Gradient Method for Unconstrained Optimization
Journal of Optimization Theory and Applications. 180(3), pp 879-906. 2019/3.
3. Yufei Li, Zexian Liu, Hongwei Liu
A subspace minimization conjugate gradient method based on conic model for unconstrained optimization.
Computational and Applied Mathematics. 38(1).2019/3.
4. Jun Yang, Hongwei Liu
Strong convergence result for solving monotone variational inequalities in Hilbert space
Numerical Algorithms. 80(3), pp 741-752. 2019/3.
5. Keke Zhang, Hongwei Liu, Zexian Liu
A New Dai-Liao Conjugate Gradient Method with Optimal Parameter Choice
Numerical Functional Analysis and Optimization. 40(2), pp 194-215. 2019
6. Zexian Liu, Hongwei Liu, Xiping Wang
Accelerated augmented Lagrangian method for total variation minimization
Computational and Applied Mathematics. 38(2). 2019
7. Zexian Liu, Hongwei Liu
An Efficient Gradient Method with Approximately Optimal Stepsize Based on Tensor Model for Unconstrained Optimization.
Journal of Optimization Theory and Applications. 181(2). pp 608-633. 2019/3
8. Weiwei Wang, Hongwei Liu, Hongmei Bi
Simplified full Nesterov–Todd step infeasible interior-point algorithm for semidefinite optimization based on a kernel function
Journal of Applied Mathematics and Computing. 59(1-2), pp 445-463. 2019
9. Yanqin Xue, Hongwei Liu, Zexian Liu
An improved nonmonotone adaptive trust region method
Applications of Mathematics, 64(3),pp 335-350. 2019/4
10. Ting Wang, Zexian Liu, Hongwei Liu
A new subspace minimization conjugate gradient method based on tensor model for unconstrained optimization
International Journal of Computer Mathematics. 96(10),pp 1924-1942. 2019
11. Weiwei Wang, Hongwei Liu, Hongmei Bi
A modified infeasible interior-point algorithm with full-Newton step for semidefinite optimization
International Journal of Computer Mathematics, 96(10),pp 1979–1992.2019
2018年的主要论文
1. Zexian Liu,Hongwei Liu
Several efficient gradient methods with approximate optimal stepsizes for large scale unconstrained optimization
Journal of Computational and Applied Mathematics, 328, pp 400-413,2018/1.期刊论文.
2. Zexian Liu,Hongwei Liu, Xiaoliang Dong
An efficient gradient method with approximate optimal stepsize for the strictly convex quadratic minimization problem
Optimization,67(3), pp 427-440, 2018.期刊论文.
3. Huali Zhao,Hongwei Liu
A New Infeasible Mehrotra-Type Predictor-Corrector Algorithm for Nonlinear Complementarity Problems Over Symmetric Cones
Journal of Optimization Theory and Applications, 176(2)，pp 410-427,2018/2.期刊论文.
4. Huali Zhao,Hongwei Liu
Infeasible path-following interior point algorithm for Cartesian P*(κ)nonlinear complementarity problems over symmetric cones
International Journal of Computer Mathematics, 95(5)，pp 845-869,2018/5.期刊论文.
5. Zexian Liu,Hongwei Liu
An efficient gradient method with approximate optimal stepsize for large-scale unconstrained optimization
Numerical Algorithms,78(1)，pp 21-39,2018/5.期刊论文.
6.Hongwei Liu, Zexian Liu, Xiaoliang Dong
A new adaptive Barzilai and Borwein method for unconstrained optimization
Optimization Letters,12(4),pp 845-873,2018/6.期刊论文.
7. Yaling Zhang,Hongwei Liu
A Projection Neural Network for Circular Cone Programming
Mathematical Problems in Engineering, 2018,Article ID **,2018/6.期刊论文.
8. Weiwei Wang,Hongwei Liu, Hongmei Bi
Simplified infeasible interior-point algorithm for linear optimization based on a simple function
Operations Research Letters.46(5), pp 538-542. 2018/9. 期刊论文https://doi.org/10.1016/j.orl.2018.08.009
9. Ming Li,Hongwei Liu, Zexian Liu
A new subspace minimization conjugate gradient method with nonmonotone line search for unconstrained optimization
Numerical Algorithms, 79(1), pp 195–219, 2018/9. 期刊论文
10. Ming Li,Hongwei Liu, Zexian Liu
A new family of conjugate gradient methods for unconstrained optimization
Journal of Applied Mathematics and Computing, 58(1-2), pp 219–234. 2018/10.期刊论文
11. Jun Yang,Hongwei Liu
A modified projected gradient method for monotone variational inequalities
Journal of Optimization Theory and Applications, 179(1), pp 197–211. 2018/10.
12. Huali Zhao,Hongwei Liu
Iterative complexities of a class of homogeneous algorithms for monotone nonlinear complementarity problems over symmetric cones. Optimization, 67(9), pp 1505-1521. 2018.期刊论文.
13. Jun Yang, Hongwei Liu
Modified subgradient extragradient algorithms for solving monotone variational inequalities
Optimization, 67(12), pp 2247-2258. 2018.期刊论文.
2017年的主要论文
1. Ma Xiaojue,Liu Hongwei
A superlinearly convergent wide-neighborhood predictor–corrector interior-point algorithm for linear programming
Journal of Applied Mathematics and Computing, 55(1-2), pp 669-682,2017/10.期刊论文.
2016年的主要论文
1. Yakui Huang,Hongwei Liu, Tengteng Yu
Smoothing projected cyclic Barzilai–Borwein method for stochastic linear complementarity problems
International Journal of Computer Mathematics, 93(7), pp 1188-1199,2016/7.期刊论文.
2. Yakui Huang,Hongwei Liu
Smoothing projected Barzilai–Borwein method for constrained non-Lipschitz optimization
Computational Optimization and Applications, 65(3),pp 671-698,2016/12.期刊论文.
3. Wang Weiwei, Bi Hongmei,Liu Hongwei
A full-Newton step interior-point algorithm for linear optimization based on a finite barrier
Operations Research Letters, 44( 6), pp 750-753, 2016/11.期刊论文.
2015年的主要论文
1. Liu Xinze,Hongwei Liu,Wang Weiwei
Polynomial convergence of Mehrotra-type predictor–corrector algorithm for the Cartesian P_*(k)-LCP over symmetriccones
Optimization: A Journal of Mathematical Programming and Operations Research,64(4), pp 815-837,2015/4.期刊论文.
2. Ximei Yang, Hongwei Liu, Changhe Liu
A Mehrotra-type predictor–corrector infeasible-interior-point method with a new one-norm neighborhood for symmetric optimization
Journal of Computational and Applied Mathematics,283,pp 106–121,2015/8.期刊论文.
3. Yakui Huang, Hongwei Liu, Sha Zhou
An efficient monotone projected Barzilai-Borwein method for nonnegative matrix factorization
Applied Mathematics Letters, 45, pp 12-17, 2015/7. 期刊论文.
4. XiaoLiang Dong, Hongwei Liu, Yubo He
A Self-Adjusting Conjugate Gradient Method with Sufficient Descent Condition and Conjugacy Condition
Journal of Optimization Theory & Applications, 165(1), pp 225-241,2015/4.期刊论文.
5. XiaoLiang Dong, Hongwei Liu, Yubo He, Xi Mei Yang
A modified Hestenes–Stiefel conjugate gradient method with sufficient descent condition and conjugacy condition
Journal of Computational & Applied Mathematics, 281, pp 239–249,2015/6.期刊论文.
6. Yakui Huang, Hongwei Liu
On the rate of convergence of projected Barzilai–Borwein methods
Optimization Methods and Software, 30(4), pp 880-892,2015/4.期刊论文.
7. Ximei Yang,Hongwei Liu, Yinkui Zhang
A New Strategy in the Complexity Analysis of an Infeasible-Interior-Point Method for Symmetric Cone Programming
Journal of Optimization Theory and Applications, 166(2), pp 572-587,2015/8.期刊论文.
8. Yakui Huang, Hongwei Liu
A Barzilai-Borwein type method for minimizing composite functions
Numerical Algorithms, 69(4) , pp 819-838,2015/8. 期刊论文.
9. Yakui Huang, Hongwei Liu, Weijie Cong
A note on the smoothing quadratic regularization method for non-Lipschitz optimization
Numerical Algorithms, 69(4), pp 863-874,2015/8. 期刊论文.
10.Mengling Zhao, Hongwei Liu
An Associate Rules Mining Algorithm Based on Artificial Immune Network for SAR Image Segmentation
Mathematical Problems in Engineering, 2015, 2015. 期刊论文
11. Xiao Liang Dong,Hongwei Liu, Yin Ling Xu, Xi Mei Yang
Some nonlinear conjugate gradient methods with sufficient descent condition and global convergence
Optimization Letters, 9(7),pp1421-1432, 2015/10. 期刊论文.
12.Yakui Huang, Hongwei Liu, Shuisheng Zhou
Quadratic regularization projected Barzilai-Borwein method for nonnegative matrix factorization
Data Mining and Knowledge Discovery,29(6),pp1665-1684,2015/11.期刊论文.
13. Ma Xiaojue,Liu Hongwei, Zhou Chang
A predictor-corrector algorithm for monotone linear complementarity problems in a wide neighborhood
International Journal of Bifurcation and Chaos, 25(14), 2015/9.期刊论文.
2014年的主要论文
1. Yakui Huang,Hongwei Liu, Sha Zhou
A Barzilai–Borwein type method for stochastic linear complementarity problems
Numerical Algorithms,67(3),pp 477-489,2014/11.期刊论文.
2. Yang Ximei,Liu Hongwei, Zhang Yinkui.
A second-order Mehrotra-type predictor-corrector algorithm with a new wide neighbourhood for semi-definiteprogramming
International Journal of Computer Mathematics, 91(5), pp1082-1096, 2014/07/20. 期刊论文
3. Liu Xinze, Hongwei Liu, Liu Changhe
Infeasible Mehrotra-Type Predictor-Corrector Interior-Point Algorithm for the Cartesian P*(k)-LCP Over Symmetric Cones
Numerical Functional Analysis and Optimization , 35(5), pp588-610, 2014/03/26. 期刊论文
4. Yang Ximei,Liu Hongwei,Dong Xiaoliang
Polynomial convergence of Mehrotra-type prediction–corrector infeasible-IPM for symmetric optimization
based on the commutative class directions
Applied Mathematics and Computation, 230, pp616-628,2014/03/10. 期刊论文
2013年的主要论文
1. Liu Hongwei,LiuChanghe, Yang Ximei
New complexity analysis of a Mehrotra-type predictor–corrector algorithm for semidefinite programming
Optimization Methods & Software, 28(6), pp1179-1194,2013/10/20. 期刊论文
2.Shuisheng Zhou,Jiangtao Cui, Feng Ye,Hongwei Liu, Qiang Zhu
New smoothing SVM algorithm with tight error bound and efficient reduced techniques
Computational Optimization and Applications, 56(3), pp599-617,2013/12/01. 期刊论文
3.Liu Hongwei,Yang Ximei, LiuChanghe
A New Wide Neighborhood Primal–DualInfeasible-Interior-Point Methodfor Symmetric Cone Programming
Journal of Optimization Theory and Applications,158(3), pp796-815,2013/8/24. 期刊论文
4. 刘新泽, 刘红卫, 刘长河
P*(K)线性互补问题的预估一校正内点算法
吉林大学学报,51期,pp789-794,2013/9/20.期刊论文
5. 李向利,刘红卫
求解互补问题的一族非单调光滑牛顿法
应用数学学报,01期,pp38-51,2013/1/15 .期刊论文
6. 刘长河,刘红卫, 朱见广
绝对值方程的一种新的半光滑牛顿法(英文)
工程数学学报,01期,pp101-111,2013/2/15.期刊论文
7. 叶峰, 刘三阳,刘红卫, 周水生
基于LBFGS的求解最小闭包球的光滑化方法
系统科学与数学,05期, pp617-625, 2013/5/15.期刊论文
8. Liu Changhe,Liu Hongwei,, Shang Youlin
Neighborhood-following algorithms for symmetric cone programming
Scientia Sinica Mathematica, 43(7),pp691-702,2013/7.期刊论文
9.Liu Hongwei, LiXiangli
Modified subspace Barzilai-Borwein gradient method for non-negative matrix factorization
Computational Optimization and Applications, 55(1),pp173-196,2013/5.期刊论文
10.Liu Hongwei, LiXiangli, ZhengXiuyun
Solving non-negative matrix factorization by alternating least squares with a modified strategy
Data Mining and Knowledge Discovery,26(3),pp435-451,2013/3.期刊论文
2012年的主要论文
1.Liu Hongwei, Liu Xinze, Liu Changhe
Mehrotra-type predictor-corrector algorithms for sufficient linear complementarity problem
Applied Numerical Mathematics, 62(12), pp 1685-1700, 2012/12.期刊论文
2. Liu Changhe,Liu Hongwei,Liu Xinze
Polynomial Convergence of Second-Order Mehrotra-Type Predictor-Corrector Algorithms over Symmetric Cones
Journal of Optimization Theory and Applications, 154(3), pp 949-965, 2012/9.期刊论文
3. Liu Changhe,Liu Hongwei
A new second-order corrector interior-point algorithm for semidefinite programming
Mathematical Methods of Operations Research, 75(2), pp 165-183, 2012/4.期刊论文
4. Li Xiangli,Liu Hongwei, Zheng Xiuyun
Non-monotone projection gradient method for non-negative matrix factorization
Computational Optimization and Applications, 51(3), pp 1163-1171, 2012/4.期刊论文
5. 陆爱国, 王珏,刘红卫
基于改进的SVM学习算法及其在信用评分中的应用
系统工程理论与实践, 32(3), pp 515-521, 2012/3/15.期刊论文
6. Cong Weijie,Liu Hongwei, Ye Feng, Zhou Shuisheng
Rank-two update algorithms for the minimum volume enclosing ellipsoid problem
Computational Optimization and Applications, 51(1), pp 241-257, 2012/1.期刊论文
7. Zhu Jianguang,Liu Hongwei, Hao Binbin
A new semismooth Newton method for NCPs based on the penalized KK function
International Journal of Computer Mathematics, 89(4), pp 543-560, 2012.期刊论文
8. Zheng Xiuyun,Liu Hongwei, Zhu Jianguang
Convergence of a non-interior smoothing method for variational inequality problems
Journal of Applied Mathematics and Computing, 40(1-2), pp 341-355, 2012.期刊论文
9.Liu Hongwei, Li Xiangli, Huang Yakui
Trust-region method for box-constrained semismooth equations and its applications to complementary problems
International Journal of Computer Mathematics, 89(17), pp 2281-2306, 2012.期刊论文
2011年的主要论文
1. Zhu Jianguang,Liu Hongwei, Liu Changhe, Cong Weijie
A nonmonotone derivative-free algorithm for nonlinear complementarity problems based on the new generalized penalized Fischer-Burmeister merit function
Numerical Algorithms, 58(4), pp 573-591, 2011/12.期刊论文
2. Yin Haiqing,Liu Hongwei A primal-dual gradient method for image decomposition based on (BV, H (-1))
Multidimensional Systems and Signal Processing, 22(4), pp 335-348, 2011/12.期刊论文
3.Liu Hongwei, Huang Yakui, Li Xiangli
Partial projected Newton method for a class of stochastic linear complementarity problems
Numerical Algorithms, 58(4), pp 593-618, 2011/12.期刊论文
4. Liu Changhe,Liu Hongwei, Cong Weijie
An O(root nL) iteration primal-dual second-order corrector algorithm for linear programming
Optimization Letters, 5(4), pp 729-743, 2011/11.期刊论文
5.Liu Hongwei, Zhou Yongliang
Rank-two residue iteration method for nonnegative matrix factorization
Neurocomputing, 74(17), pp 3305-3312, 2011/10.期刊论文
6. 陆爱国,刘红卫, 王珏
训练支持向量机的四重序列解析优化算法
系统工程理论与实践, 32(3), pp 1555-1564, 2011/8/15.期刊论文
7.Liu Hongwei, Huang Yakui, Li Xiangli
New reformulation and feasible semismooth Newton method for a class of stochastic linear complementarity problems
Applied Mathematics and Computation, 217(23), pp 9723-9740, 2011/8/1.期刊论文
8. Li Xiangli,Liu Hongwei, Liu Changhe
A feasible decomposition method for constrained equations and its application to complementarity problems
Acta Mathematicae Applicatae Sinica-english Series, 27(3), pp 535-548, 2011/7.期刊论文
9. Li Xiangli,Liu Hongwei, Sun Xiaojun
Feasible smooth method based on Barzilai-Borwein method for stochastic linear complementarity problem
Numerical Algorithms, 57(2), pp 207-215, 2011/6.期刊论文
10.Liu Hongwei, Li Xiangli, Huang Yakui
Solving equations via the trust region and its application to a class of stochastic linear complementarity problems
Computers and Mathematics With Applications, 61(6), pp 1646-1664, 2011/3.期刊论文
11. Lu Aiguo,Liu Hongwei, Zheng Xiuyun, Cong Weijie
A variant spectral-type FR conjugate gradient method and its global convergence
Applied Mathematics and Computation, 217(12), pp 5547-5552, 2011/2/15.期刊论文
12. Zheng Xiuyun,Liu Hongwei, Lu Aiguo
Sufficient descent conjugate gradient methods for large-scale optimization problems
International Journal of Computer Mathematics, 88(16), pp 3436-3447, 2011.期刊论文
13. Zheng Xiuyun,Liu Hongwei A smoothing inexact Newton method for variational inequality problems
International Journal of Computer Mathematics, 88(6), pp 1283-1293, 2011.期刊论文
14. 刘长河,刘红卫, 朱见广
具有O(n^1/2L)复杂性的Mehrotra型预估-矫正算法
吉林大学学报(理学版), 04期, pp 633-637, 2011.期刊论文
15. 李向利,刘红卫, 黄亚魁
随机P矩阵和随机P_0矩阵线性互补问题
系统科学与数学, 01期, pp 123-128, 2011.期刊论文
16. 丛伟杰,刘红卫
求解最小体积轴向椭球问题的线性收敛算法
吉林大学学报(理学版), 02期, pp 173-178, 2011.期刊论文
17. Wang Hongyan, Liao Guisheng,Liu Hongwei, Li Jun, Lv Hui
Joint optimization of MIMO radar waveform and biased estimator with prior information in the presence of clutter
Eurasip Journal On Advances In Signal Processing, 2011.期刊论文
2010年的主要论文
1. 叶峰,刘红卫, 周水生, 刘三阳
极大极小问题的光滑化信赖域共轭梯度法
西北大学学报(自然科学版), 06期, 2010/12/25.期刊论文
2. 丛伟杰,刘红卫
求解MEB问题的一种SMO-型方法
西北大学学报(自然科学版), 06期, 2010/12/25.期刊论文
3. Liu Lixia, Liu Sanyang,Liu Hongwei
A predictor-corrector smoothing Newton method for symmetric cone complementarity problems
Applied Mathematics and Computation, 217(7), pp 2989-2999, 2010/12/1.期刊论文
4. Yin Haiqing,Liu Hongwei
Nonnegative matrix factorization with bounded total variational regularization for face recognition
Pattern Recognition Letters, 31(16), pp 2468-2473, 2010/12/1.期刊论文
5. 殷海青,刘红卫
一种基于L_1稀疏正则化和非负矩阵分解的盲源信号分离新算法
西安电子科技大学学报, 05期, 2010/10/20.期刊论文
6. 李向利,刘红卫, 黄亚魁
求解特定线性互补问题的牛顿KKT内点法
应用数学学报, 05期, 2010/9/15.期刊论文
7. Zheng Xiuyun,Liu Hongwei
Solving variational inequalities by a modified projection method with an effective step-size
Applied Mathematics and Computation, 216(12), pp 3778-3785, 2010/8/15.期刊论文
8. 常甜甜,刘红卫, 王宇, 冯筠
基于分组特征多核支持向量机的微钙化簇检测
系统仿真学报, 05期, 2010/5/8.期刊论文
9. Yin Haiqing,Liu Hongwei
A BREGMAN ITERATIVE REGULARIZATION METHOD FOR WAVELET-BASED IMAGE DEBLURRING
International Journal of Wavelets, Multiresolution and Information Processing, 8(3), pp 485-499, 2010/5.期刊论文
10. 叶峰,刘红卫, 周水生, 刘三阳
求解SEB问题的有限记忆BFGS方法
西北大学学报(自然科学版), 02期, 2010/4/25.期刊论文
11. 殷海青, 江玲玲,Liu Hongwei
联合纹理提取和边缘检测的新方法
系统工程与电子技术, 04期, 2010/4/15.期刊论文
12. Cong Weijie,Liu Hongwei
Modified algorithms for the minimum volume enclosing axis-aligned ellipsoid problem
Discrete Applied Mathematics, 158(6), pp 627-635, 2010/3/28.期刊论文
13. Zhu Jianguang,Liu Hongwei, Li Xiangli
A regularized smoothing-type algorithm for solving a system of inequalities with a P-0-function
Journal of Computational and Applied Mathematics, 233(10), pp 2611-2619, 2010/3/15.期刊论文
14. 常甜甜,刘红卫, 冯筠
多源性数据SVM集成算法研究
西安电子科技大学学报, 01期, 2010/2/20.期刊论文
2009年的主要论文
1. Chang Tiantian,Liu Hongwei, Zhou Shuisheng
Large scale classification with local diversity AdaBoost SVM algorithm
Journal of Systems Engineering and Electronics, 20(6), pp 1344-1350, 2009/12.期刊论文
2. 常甜甜,刘红卫, 冯筠
基于K均值聚类和多核SVM的微钙化簇检测
计算机科学, 08期, 2009/8/15.期刊论文
3. Zhou ShuiSheng,Liu Hongwei, Ye Feng
Variant of Gaussian kernel and parameter setting method for nonlinear SVM
Neurocomputing, 72(13-15), pp 2931-2937, 2009/8.期刊论文
4. Zhou Shuisheng,Liu Hongwei, Ye Feng, Zhou Lihua
A new iterative algorithm training SVM
Optimization Methods and Software, 24(6), pp 913-932, 2009.期刊论文
2008年的主要论文
1. Ye Feng,Liu Hongwei, Zhou Shuisheng, Liu Sanyang
A smoothing trust-region Newton-CG method for minimax problem
Applied Mathematics and Computation, 199(2), pp 581-589, 2008/6/1.期刊论文
2007年的主要论文
1. 穆学文,刘红卫, 刘三阳
图的最大二等分问题的低秩可行方向算法. 系统科学与数学, 05期, pp 780-790, 2007/10/15.期刊论文
2. Zhou ShuiSheng,Liu Hongwei, Ye Feng
The variant of Gaussian kernel and its model selection method. 3rd International Conference on Natural Computation (ICNC 2007), 2007/8/24-2007/8/27, pp 683-687, 2007.会议论文
2006年的主要论文
1. Mu Xuewen, Liu Sanyang,Liu Hongwei
The application of successive quadratic programming algorithm to multiuser detection in CDMA. Wireless Personal Communications, 39(1), pp 15-24, 2006/10.期刊论文
2. Zhou Shuisheng,Liu Hongwei, Cui JiangTao, Zhou LiHua
Exact semismooth Newton SVM DVANCES IN NATURAL COMPUTATION, PT 1, SPRINGER-VERLAG BERLIN, HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY, pp 139-142, 2006.书籍章节
2005年的主要论文
1. 王新辉, 刘三阳,刘红卫
顶点覆盖问题的强化半定规划松弛. 西安电子科技大学学报, 06期, pp 958-960+964, 2005/12/20.期刊论文
2. 穆学文, 刘三阳,刘红卫,于周秋
图的最大二等分问题的投影梯度算法. Chinese Journal of Engineering Mathematics, 01期, pp 171-174, 2005/2/28.期刊论文
2004年的主要论文
1. 章国庆, 刘三阳,刘红卫, 石顺祥
二次谐波产生耦合方程组的解. 应用数学, 02期, pp 285-288, 2004/4/25.期刊论文
2.Liu HW, Wang XH, Liu SY
Feasible direction algorithm for solving the SDP relaxations of quadratic {-1,1} programming problems. Optimization Methods and Software, 19(2), pp 125-136, 2004/4.期刊论文
3. 王新辉, 刘三阳,刘红卫
半定规划的割平面算法及其应用. 西安电子科技大学学报, 01期, pp 140-142+152, 2004/2/20.期刊论文
4.Liu HW, Wang XH，Liu SY
The application of nonlinear programming for multiuser detection in CDMA . IEEE Transactions On Wireless Communications, 3(1), pp 8-11, 2004/1.期刊论文
2003年的主要论文
1.Liu HW, Wang XH
The application of nonlinear programming for multiuser detection in CDMA . IEEE Transactions On Wireless Communications, 3(1), pp 8-11, 2004/1.期刊论文
2.Liu HW, Liu SY, Xu FM
A tight semidefinite relaxation of the MAX CUT problem. Journal of Combinatorial Optimization, 7(3), pp 237-245, 2003/9.期刊论文
3. 王新辉,刘红卫, 刘三阳
半定规划的一种新算法及其应用. Journal On Numerical Methods and Computer Applications, 02期, pp 81-87, 2003/6/30.期刊论文
4.刘红卫, 王新辉, 刘三阳
多用户检测问题的半定规划坐标下降算法. 计算机科学, 05期, pp 134-135+149, 2003/5/15.期刊论文
5.刘红卫, 王新辉, 刘三阳
基于半定规划多用户检测问题的二次规划法. 系统工程与电子技术, 03期, pp 355-358, 2003/3/20.期刊论文
2002年的主要论文
1.刘红卫, 于力
关于无穷多个无穷小的乘积的注记. 高等数学研究, 03期, pp 27-28, 2002/9/28.期刊论文
2. 刘三阳, 王新辉,刘红卫
多用户检测问题的半定规划方法. Chinese Journal of Engineering Mathematics, 02期, pp 39-46, 2002/5/30.期刊论文
2001年的主要论文
1. 刘三阳, 王新辉,刘红卫
多用户检测问题的半定规划方法.. Chinese Journal of Engineering Mathematics, 02期, pp 39-46, 2002/5/30.期刊论文
2. 王新辉, 刘三阳,刘红卫
非光滑凸规划的割平面法及其在组合优化中的应用. 应用数学, S1期, pp 94-97, 2001/12/30.期刊论文
3.刘红卫, 徐凤敏, 刘三阳
二次背包问题的半定规划松弛. 西安电子科技大学学报, 05期, pp 638-640+658, 2001/10/25.期刊论文
4.Liu HW, Liu SY
Negative answer to the conjecture on the convexity of the greatest eigenvalue. Journal of Optimization Theory and Applications, 110(3), pp 677-679, 2001/9.期刊论文
2000年的主要论文
1.Liu HW, Liu SY
A counterexample of the convexity of sums of singular values. SIAM Journal On Matrix Analysis and Applications, 21(4), pp 1389-1391, 2000/5/16.期刊论文

成果奖励
2014年获陕西省数学教学团队，作为该团队的带头人；
2012年获陕西省科学技术二等奖；
2012年获陕西省高等院校科学技术一等奖；
2003年获校级教学成果二等奖；
2003年获得校“十佳青年教师”称号；
所指导的参赛队获得美国大学生数学建模竞赛一、二等奖、全国数学建模竞赛一、二等奖共10余次。

科研团队
博士研究生：
2016级：杨军
2015级：刘泽显
2014级：杨善学赵花丽
2013级：徐引玲张亚玲
2012级：黄亚魁董晓亮

2011级：杨喜美
2010级：汪威威马晓珏
2009级：刘新泽
2008级：刘长河李向利朱见广赵梦玲
2007级：殷海青丛伟杰郑秀云
2006级：陆爱国常甜甜
已毕业的博士：均进入各大知名高校。
硕士研究生：
2017级：李健赵婷刁新柳
2016级：楚王莉李宇飞王婷薛艳勤张珂珂
2015级：王亚丹刘梅卢晓宁李启朋李明
2014级：刘加会刘二涛包颜颜王西平何川美刘金倩
2013级：柯贤斌吴岳王静
2012级：田文娟李永张璐王文魏潇
2011级：岳晓鹏李敬华钱慧敏孙良帅周新慧李秀峰李小伟常铮
2010级：邰淑静尹慧慧蔡晓娜马敬
2009级：卫海亮杨喜美刘小会李杉
2008级：周永亮杨晓丽杨少君王文君
2007级：钟兆伟郑成忠桂云丽黄亚魁鞠杨李蕊刘英吴水艳赵花丽
2006级：刘长河陈宏钦郑秀云李向利王立东李欣王丽尹琳娟焦书清
2005级：谢作党丛伟杰焦森林殷海青田苗
2004级：徐引玲常甜甜
已毕业的硕士中：6人进入华为，3人进入中兴，1人进入电信，1人进入日立等知名企业，其余大部分进入重点高中。

社会兼职

新增栏目0
研究生课程：
半定规划及其应用
非线性互补理论
博士课程：
变分不等式

招生要求
关于研究生招生的信息：

欢迎有志从事应用数学研究,特别是最优化理论与算法，数据挖掘中的数学方法的本科/硕士生报考.
注：报考可提前通过电子邮件联系！

Profile
HongweiLiu,Professor
School of Mathematics and Statistics, Xidian University

Contact Information
Address:School of Mathematics and Statistics, Xidian University
Email:hwliu@mail.xidian.edu.cn
Tel:

Introduction
Hongwei Liuis a professor at school of mathematics and statistics, Xidian University.

Research Interests
1．Optimization theory, algorithms and applications;
2．Variational inequalities and complementarity problems;
3．Optimization methods in data mining and support vector machines;
4．Cone programming;

Research
目前研究团队承担的科研项目：

I.Software
1.SMCG_BB(Hongwei Liu,Zexian Liu.An efficient Barzilai-Borwein conjugate gradient method for unconstrained optimization):Code,Numerical results.
2.GM_AOS(cone)(Zexian Liu, Hongwei Liu.Gradient method with approximately optimal stepsize based onconic model):Code,Numerical results.
3.CGOPT(2.0) (Zexian Liu, Hongwei Liu, Yu-Hong Dai. An improved Dai–Kou conjugate gradient algorithm forunconstrained optimization): Code and numerical results.
II.Papers
Papers published online
1. Zhao Ting, Hongwei Liu,Zexian Liu
New subspace minimization conjugate gradient methods based on regularization model for unconstrained optimization
Numerical Algorithms. DOI: 10.1007/s11075-020-01017-1
2021年的主要论文
1. Keke Zhang, Hongwei Liu, Zexian Liu
A New Adaptive Subspace Minimization Three-Term Conjugate Gradient Algorithm for Unconstrained Optimization
Journal of Computational Mathematics. 39(2), PP 159-177. 2021.
2020年的主要论文
1. Zexian Liu，Hongwei Liu，Yu-Hong Dai.
An improved Dai–Kou conjugate gradient algorithm for unconstrained optimization.
Computational Optimization andApplications, 75(1), pp 145-167. 2020/1.
2. Jun Yang, Hongwei Liu
A self-adaptive method for pseudomonotone equilibrium problems and variational inequalities
Computational Optimization and Applications. 75(2), pp 423-440. 2020/3.
3.Jun Yang, Hongwei Liu, Guaiwei Li
Convergence of a subgradient extragradient algorithm for solving monotone variational inequalities
Numerical Algorithms. 84(1), pp 389-405. 2020/5.
4. Xinliu Diao, Hongwei Liu, Zexian Liu
A new subspace minimization conjugate gradient method based on modified secant equation for unconstrained optimization.
Computational & Applied Mathematics. 39(4). 2020/8.
5.Hongwei Liu, Jun Yang
Weak convergence of iterative methods for solving quasimonotone variational inequalities
Computational Optimization and Applications. 77(2), pp 491–508. 2020/9.
6.Jun Yang, Hongwei Liu
The subgradient extragradient method extended to pseudomonotone equilibrium problems and fixed point problems in Hilbert space
Optimization Letters. 14(7), pp 1803–1816. 2020/10.
2019年的主要论文
1. Huali Zhao, Hongwei Liu
Infeasible Mehrotra-type predictor–corrector algorithm for cartesian P*(κ) nonlinear complementarity problems over symmetric cones
International Journal of Computer Mathematics. 96(3), pp 457-473. 2019.
2. Hongwei Liu, Zexian Liu
An Efficient Barzilai–Borwein Conjugate Gradient Method for Unconstrained Optimization
Journal of Optimization Theory and Applications. 180(3), pp 879-906. 2019/3.
3. Yufei Li, Zexian Liu, Hongwei Liu
A subspace minimization conjugate gradient method based on conic model for unconstrained optimization.
Computational and Applied Mathematics. 38(1).2019/3.
4. Jun Yang, Hongwei Liu
Strong convergence result for solving monotone variational inequalities in Hilbert space
Numerical Algorithms. 80(3), pp 741-752. 2019/3.
5. Keke Zhang, Hongwei Liu, Zexian Liu
A New Dai-Liao Conjugate Gradient Method with Optimal Parameter Choice
Numerical Functional Analysis and Optimization. 40(2), pp 194-215. 2019
6. Zexian Liu, Hongwei Liu, Xiping Wang
Accelerated augmented Lagrangian method for total variation minimization
Computational and Applied Mathematics. 38(2). 2019
7. Zexian Liu, Hongwei Liu
An Efficient Gradient Method with Approximately Optimal Stepsize Based on Tensor Model for Unconstrained Optimization.
Journal of Optimization Theory and Applications. 181(2). pp 608-633. 2019/3
8. Weiwei Wang, Hongwei Liu, Hongmei Bi
Simplified full Nesterov–Todd step infeasible interior-point algorithm for semidefinite optimization based on a kernel function
Journal of Applied Mathematics and Computing. 59(1-2), pp 445-463. 2019
9. Yanqin Xue, Hongwei Liu, Zexian Liu
An improved nonmonotone adaptive trust region method
Applications of Mathematics, 64(3),pp 335-350.2019/4
10. Ting Wang, Zexian Liu, Hongwei Liu
A new subspace minimization conjugate gradient method based on tensor model for unconstrained optimization
International Journal of Computer Mathematics. 96(10),pp 1924-1942. 2019
11. Weiwei Wang, Hongwei Liu, Hongmei Bi
A modified infeasible interior-point algorithm with full-Newton step for semidefinite optimization
International Journal of Computer Mathematics, 96(10),pp 1979–1992.2019
2018年的主要论文
1. Zexian Liu,Hongwei Liu
Several efficient gradient methods with approximate optimal stepsizes for large scale unconstrained optimization
Journal of Computational and Applied Mathematics, 328, pp 400-413,2018/1.期刊论文.
2. Zexian Liu,Hongwei Liu, Xiaoliang Dong
An efficient gradient method with approximate optimal stepsize for the strictly convex quadratic minimization problem
Optimization,67(3), pp 427-440, 2018.期刊论文.
3. Huali Zhao,Hongwei Liu
A New Infeasible Mehrotra-Type Predictor-Corrector Algorithm for Nonlinear Complementarity Problems Over Symmetric Cones
Journal of Optimization Theory and Applications, 176(2)，pp 410-427,2018/2.期刊论文.
4. Huali Zhao,Hongwei Liu
Infeasible path-following interior point algorithm for Cartesian P*(κ)nonlinear complementarity problems over symmetric cones
International Journal of Computer Mathematics, 95(5)，pp 845-869,2018/5.期刊论文.
5. Zexian Liu,Hongwei Liu
An efficient gradient method with approximate optimal stepsize for large-scale unconstrained optimization
Numerical Algorithms,78(1)，pp 21-39,2018/5.期刊论文.
6.Hongwei Liu, Zexian Liu, Xiaoliang Dong
A new adaptive Barzilai and Borwein method for unconstrained optimization
Optimization Letters,12(4),pp 845-873,2018/6.期刊论文.
7. Yaling Zhang,Hongwei Liu
A Projection Neural Network for Circular Cone Programming
Mathematical Problems in Engineering, 2018,Article ID **,2018/6.期刊论文.
8. Weiwei Wang,Hongwei Liu, Hongmei Bi
Simplified infeasible interior-point algorithm for linear optimization based on a simple function
Operations Research Letters.46(5), pp 538-542. 2018/9. 期刊论文https://doi.org/10.1016/j.orl.2018.08.009
9. Ming Li,Hongwei Liu, Zexian Liu
A new subspace minimization conjugate gradient method with nonmonotone line search for unconstrained optimization
Numerical Algorithms, 79(1), pp 195–219, 2018/9. 期刊论文
10. Ming Li,Hongwei Liu, Zexian Liu
A new family of conjugate gradient methods for unconstrained optimization
Journal of Applied Mathematics and Computing, 58(1-2), pp 219–234. 2018/10.期刊论文
11. Jun Yang,Hongwei Liu
A modified projected gradient method for monotone variational inequalities
Journal of Optimization Theory and Applications, 179(1), pp 197–211. 2018/10.
12. Huali Zhao,Hongwei Liu
Iterative complexities of a class of homogeneous algorithms for monotone nonlinear complementarity problems over symmetric cones
Optimization, 67(9), pp 1505-1521. 2018.期刊论文.
13. Jun Yang, Hongwei Liu
Modified subgradient extragradient algorithms for solving monotone variational inequalities
Optimization, 67(12), pp 2247-2258. 2018.期刊论文.
2017年的主要论文
1. Ma Xiaojue,Liu Hongwei
A superlinearly convergent wide-neighborhood predictor–corrector interior-point algorithm for linear programming
Journal of Applied Mathematics and Computing, 55(1-2), pp 669-682,2017/10.期刊论文.
2016年的主要论文
1. Yakui Huang,Hongwei Liu, Tengteng Yu
Smoothing projected cyclic Barzilai–Borwein method for stochastic linear complementarity problems
International Journal of Computer Mathematics, 93(7), pp 1188-1199,2016/7.期刊论文.
2. Yakui Huang,Hongwei Liu
Smoothing projected Barzilai–Borwein method for constrained non-Lipschitz optimization
Computational Optimization and Applications, 65(3),pp 671-698,2016/12.期刊论文.
3. Wang Weiwei, Bi Hongmei,Liu Hongwei
A full-Newton step interior-point algorithm for linear optimization based on a finite barrier
Operations Research Letters, 44( 6), pp 750-753, 2016/11.期刊论文.
2015年的主要论文
1. Liu Xinze,Hongwei Liu,Wang Weiwei
Polynomial convergence of Mehrotra-type predictor–corrector algorithm for the Cartesian P_*(k)-LCP over symmetriccones
Optimization: A Journal of Mathematical Programming and Operations Research,64(4), pp 815-837,2015/4.期刊论文.
2. Ximei Yang, Hongwei Liu, Changhe Liu
A Mehrotra-type predictor–corrector infeasible-interior-point method with a new one-norm neighborhood for symmetric optimization
Journal of Computational and Applied Mathematics,283,pp 106–121,2015/8.期刊论文.
3. Yakui Huang, Hongwei Liu, Sha Zhou
An efficient monotone projected Barzilai-Borwein method for nonnegative matrix factorization
Applied Mathematics Letters, 45, pp 12-17, 2015/7. 期刊论文.
4. XiaoLiang Dong, Hongwei Liu, Yubo He
A Self-Adjusting Conjugate Gradient Method with Sufficient Descent Condition and Conjugacy Condition
Journal of Optimization Theory & Applications, 165(1), pp 225-241,2015/4.期刊论文.
5. XiaoLiang Dong, Hongwei Liu, Yubo He, Xi Mei Yang
A modified Hestenes–Stiefel conjugate gradient method with sufficient descent condition and conjugacy condition
Journal of Computational & Applied Mathematics, 281, pp 239–249,2015/6.期刊论文.
6. Yakui Huang, Hongwei Liu
On the rate of convergence of projected Barzilai–Borwein methods
Optimization Methods and Software, 30(4), pp 880-892,2015/4.期刊论文.
7. Ximei Yang,Hongwei Liu, Yinkui Zhang
A New Strategy in the Complexity Analysis of an Infeasible-Interior-Point Method for Symmetric Cone Programming
Journal of Optimization Theory and Applications, 166(2), pp 572-587,2015/8.期刊论文.
8. Yakui Huang, Hongwei Liu
A Barzilai-Borwein type method for minimizing composite functions
Numerical Algorithms, 69(4) , pp 819-838,2015/8. 期刊论文.
9. Yakui Huang, Hongwei Liu, Weijie Cong
A note on the smoothing quadratic regularization method for non-Lipschitz optimization
Numerical Algorithms, 69(4), pp 863-874,2015/8. 期刊论文.
10.Mengling Zhao, Hongwei Liu
An Associate Rules Mining Algorithm Based on Artificial Immune Network for SAR Image Segmentation
Mathematical Problems in Engineering, 2015, 2015. 期刊论文
11. Xiao Liang Dong,Hongwei Liu, Yin Ling Xu, Xi Mei Yang
Some nonlinear conjugate gradient methods with sufficient descent condition and global convergence
Optimization Letters, 9(7),pp1421-1432, 2015/10. 期刊论文.
12.Yakui Huang, Hongwei Liu, Shuisheng Zhou
Quadratic regularization projected Barzilai-Borwein method for nonnegative matrix factorization
Data Mining and Knowledge Discovery,29(6),pp1665-1684,2015/11.期刊论文.
13. Ma Xiaojue,Liu Hongwei, Zhou Chang
A predictor-corrector algorithm for monotone linear complementarity problems in a wide neighborhood
International Journal of Bifurcation and Chaos, 25(14), 2015/9.期刊论文.
2014年的主要论文
1. Yakui Huang,Hongwei Liu, Sha Zhou
A Barzilai–Borwein type method for stochastic linear complementarity problems
Numerical Algorithms,67(3),pp 477-489,2014/11.期刊论文.
2. Yang Ximei,Liu Hongwei, Zhang Yinkui.
A second-order Mehrotra-type predictor-corrector algorithm with a new wide neighbourhood for semi-definiteprogramming
International Journal of Computer Mathematics, 91(5), pp1082-1096, 2014/07/20. 期刊论文
3. Liu Xinze, Hongwei Liu, Liu Changhe
Infeasible Mehrotra-Type Predictor-Corrector Interior-Point Algorithm for the Cartesian P*(k)-LCP Over Symmetric Cones
Numerical Functional Analysis and Optimization , 35(5), pp588-610, 2014/03/26. 期刊论文
4. Yang Ximei,Liu Hongwei,Dong Xiaoliang
Polynomial convergence of Mehrotra-type prediction–corrector infeasible-IPM for symmetric optimization
based on the commutative class directions
Applied Mathematics and Computation, 230, pp616-628,2014/03/10. 期刊论文
2013年的主要论文
1. Liu Hongwei,LiuChanghe, Yang Ximei
New complexity analysis of a Mehrotra-type predictor–corrector algorithm for semidefinite programming
Optimization Methods & Software, 28(6), pp1179-1194,2013/10/20. 期刊论文
2.Shuisheng Zhou,Jiangtao Cui, Feng Ye,Hongwei Liu, Qiang Zhu
New smoothing SVM algorithm with tight error bound and efficient reduced techniques
Computational Optimization and Applications, 56(3), pp599-617,2013/12/01. 期刊论文
3.Liu Hongwei,Yang Ximei, LiuChanghe
A New Wide Neighborhood Primal–DualInfeasible-Interior-Point Methodfor Symmetric Cone Programming
Journal of Optimization Theory and Applications,158(3), pp796-815,2013/8/24. 期刊论文
4. 刘新泽, 刘红卫, 刘长河
P*(K)线性互补问题的预估一校正内点算法
吉林大学学报,51期,pp789-794,2013/9/20.期刊论文
5. 李向利,刘红卫
求解互补问题的一族非单调光滑牛顿法
应用数学学报,01期,pp38-51,2013/1/15 .期刊论文
6. 刘长河,刘红卫, 朱见广
绝对值方程的一种新的半光滑牛顿法(英文)
工程数学学报,01期,pp101-111,2013/2/15.期刊论文
7. 叶峰, 刘三阳,刘红卫, 周水生
基于LBFGS的求解最小闭包球的光滑化方法
系统科学与数学,05期, pp617-625, 2013/5/15.期刊论文
8. Liu Changhe,Liu Hongwei, Shang Youlin
Neighborhood-following algorithms for symmetric cone programming
Scientia Sinica Mathematica, 43(7),pp691-702,2013/7.期刊论文
9.Liu Hongwei, LiXiangli
Modified subspace Barzilai-Borwein gradient method for non-negative matrix factorization
Computational Optimization and Applications, 55(1),pp173-196,2013/5.期刊论文
10.Liu Hongwei, LiXiangli, ZhengXiuyun
Solving non-negative matrix factorization by alternating least squares with a modified strategy
Data Mining and Knowledge Discovery,26(3),pp435-451,2013/3.期刊论文
2012年的主要论文
1.Liu Hongwei, Liu Xinze, Liu Changhe
Mehrotra-type predictor-corrector algorithms for sufficient linear complementarity problem
Applied Numerical Mathematics, 62(12), pp 1685-1700, 2012/12.期刊论文
2. Liu Changhe,Liu Hongwei,Liu Xinze
Polynomial Convergence of Second-Order Mehrotra-Type Predictor-Corrector Algorithms over Symmetric Cones
Journal of Optimization Theory and Applications, 154(3), pp 949-965, 2012/9.期刊论文
3. Liu Changhe,Liu Hongwei
A new second-order corrector interior-point algorithm for semidefinite programming
Mathematical Methods of Operations Research, 75(2), pp 165-183, 2012/4.期刊论文
4. Li Xiangli,Liu Hongwei, Zheng Xiuyun
Non-monotone projection gradient method for non-negative matrix factorization
Computational Optimization and Applications, 51(3), pp 1163-1171, 2012/4.期刊论文
5. 陆爱国, 王珏,刘红卫
基于改进的SVM学习算法及其在信用评分中的应用
系统工程理论与实践, 32(3), pp 515-521, 2012/3/15.期刊论文
6. Cong Weijie,Liu Hongwei, Ye Feng, Zhou Shuisheng
Rank-two update algorithms for the minimum volume enclosing ellipsoid problem
Computational Optimization and Applications, 51(1), pp 241-257, 2012/1.期刊论文
7. Zhu Jianguang,Liu Hongwei, Hao Binbin
A new semismooth Newton method for NCPs based on the penalized KK function
International Journal of Computer Mathematics, 89(4), pp 543-560, 2012.期刊论文
8. Zheng Xiuyun,Liu Hongwei, Zhu Jianguang
Convergence of a non-interior smoothing method for variational inequality problems
Journal of Applied Mathematics and Computing, 40(1-2), pp 341-355, 2012.期刊论文
9.Liu Hongwei, Li Xiangli, Huang Yakui
Trust-region method for box-constrained semismooth equations and its applications to complementary problems
International Journal of Computer Mathematics, 89(17), pp 2281-2306, 2012.期刊论文
2011年的主要论文
1. Zhu Jianguang,Liu Hongwei, Liu Changhe, Cong Weijie
A nonmonotone derivative-free algorithm for nonlinear complementarity problems based on the new generalized penalized Fischer-Burmeister merit function
Numerical Algorithms, 58(4), pp 573-591, 2011/12.期刊论文
2. Yin Haiqing,Liu Hongwei
A primal-dual gradient method for image decomposition based on (BV, H (-1))
Multidimensional Systems and Signal Processing, 22(4), pp 335-348, 2011/12.期刊论文
3.Liu Hongwei, Huang Yakui, Li Xiangli
Partial projected Newton method for a class of stochastic linear complementarity problems
Numerical Algorithms, 58(4), pp 593-618, 2011/12.期刊论文
4. Liu Changhe,Liu Hongwei, Cong Weijie
An O(root nL) iteration primal-dual second-order corrector algorithm for linear programming
Optimization Letters, 5(4), pp 729-743, 2011/11.期刊论文
5.Liu Hongwei, Zhou Yongliang
Rank-two residue iteration method for nonnegative matrix factorization
Neurocomputing, 74(17), pp 3305-3312, 2011/10.期刊论文
6. 陆爱国,刘红卫, 王珏
训练支持向量机的四重序列解析优化算法
系统工程理论与实践, 32(3), pp 1555-1564, 2011/8/15.期刊论文
7.Liu Hongwei, Huang Yakui, Li Xiangli
New reformulation and feasible semismooth Newton method for a class of stochastic linear complementarity problems
Applied Mathematics and Computation, 217(23), pp 9723-9740, 2011/8/1.期刊论文
8. Li Xiangli,Liu Hongwei, Liu Changhe
A feasible decomposition method for constrained equations and its application to complementarity problems
Acta Mathematicae Applicatae Sinica-english Series, 27(3), pp 535-548, 2011/7.期刊论文
9. Li Xiangli,Liu Hongwei, Sun Xiaojun
Feasible smooth method based on Barzilai-Borwein method for stochastic linear complementarity problem
Numerical Algorithms, 57(2), pp 207-215, 2011/6.期刊论文
10.Liu Hongwei, Li Xiangli, Huang Yakui
Solving equations via the trust region and its application to a class of stochastic linear complementarity problems
Computers and Mathematics With Applications, 61(6), pp 1646-1664, 2011/3.期刊论文
11. Lu Aiguo,Liu Hongwei, Zheng Xiuyun, Cong Weijie
A variant spectral-type FR conjugate gradient method and its global convergence
Applied Mathematics and Computation, 217(12), pp 5547-5552, 2011/2/15.期刊论文
12. Zheng Xiuyun,Liu Hongwei, Lu Aiguo
Sufficient descent conjugate gradient methods for large-scale optimization problems
International Journal of Computer Mathematics, 88(16), pp 3436-3447, 2011.期刊论文
13. Zheng Xiuyun,Liu Hongwei A smoothing inexact Newton method for variational inequality problems
International Journal of Computer Mathematics, 88(6), pp 1283-1293, 2011.期刊论文
14. 刘长河,刘红卫, 朱见广
具有O(n^1/2L)复杂性的Mehrotra型预估-矫正算法
吉林大学学报(理学版), 04期, pp 633-637, 2011.期刊论文
15. 李向利,刘红卫, 黄亚魁
随机P矩阵和随机P_0矩阵线性互补问题
系统科学与数学, 01期, pp 123-128, 2011.期刊论文
16. 丛伟杰,刘红卫
求解最小体积轴向椭球问题的线性收敛算法
吉林大学学报(理学版), 02期, pp 173-178, 2011.期刊论文
17. Wang Hongyan, Liao Guisheng,Liu Hongwei, Li Jun, Lv Hui
Joint optimization of MIMO radar waveform and biased estimator with prior information in the presence of clutter
Eurasip Journal On Advances In Signal Processing, 2011.期刊论文
2010年的主要论文
1. 叶峰,刘红卫, 周水生, 刘三阳
极大极小问题的光滑化信赖域共轭梯度法
西北大学学报(自然科学版), 06期, 2010/12/25.期刊论文
2. 丛伟杰,刘红卫
求解MEB问题的一种SMO-型方法
西北大学学报(自然科学版), 06期, 2010/12/25.期刊论文
3. Liu Lixia, Liu Sanyang,Liu Hongwei
A predictor-corrector smoothing Newton method for symmetric cone complementarity problems
Applied Mathematics and Computation, 217(7), pp 2989-2999, 2010/12/1.期刊论文
4. Yin Haiqing,Liu Hongwei
Nonnegative matrix factorization with bounded total variational regularization for face recognition
Pattern Recognition Letters, 31(16), pp 2468-2473, 2010/12/1.期刊论文
5. 殷海青,刘红卫
一种基于L_1稀疏正则化和非负矩阵分解的盲源信号分离新算法
西安电子科技大学学报, 05期, 2010/10/20.期刊论文
6. 李向利,刘红卫, 黄亚魁
求解特定线性互补问题的牛顿KKT内点法
应用数学学报, 05期, 2010/9/15.期刊论文
7. Zheng Xiuyun,Liu Hongwei
Solving variational inequalities by a modified projection method with an effective step-size
Applied Mathematics and Computation, 216(12), pp 3778-3785, 2010/8/15.期刊论文
8. 常甜甜,刘红卫, 王宇, 冯筠
基于分组特征多核支持向量机的微钙化簇检测
系统仿真学报, 05期, 2010/5/8.期刊论文
9. Yin Haiqing,Liu Hongwei
A BREGMAN ITERATIVE REGULARIZATION METHOD FOR WAVELET-BASED IMAGE DEBLURRING
International Journal of Wavelets, Multiresolution and Information Processing, 8(3), pp 485-499, 2010/5.期刊论文
10. 叶峰,刘红卫, 周水生, 刘三阳
求解SEB问题的有限记忆BFGS方法
西北大学学报(自然科学版), 02期, 2010/4/25.期刊论文
11. 殷海青, 江玲玲,Liu Hongwei
联合纹理提取和边缘检测的新方法
系统工程与电子技术, 04期, 2010/4/15.期刊论文
12. Cong Weijie,Liu Hongwei
Modified algorithms for the minimum volume enclosing axis-aligned ellipsoid problem
Discrete Applied Mathematics, 158(6), pp 627-635, 2010/3/28.期刊论文
13. Zhu Jianguang,Liu Hongwei, Li Xiangli
A regularized smoothing-type algorithm for solving a system of inequalities with a P-0-function
Journal of Computational and Applied Mathematics, 233(10), pp 2611-2619, 2010/3/15.期刊论文
14. 常甜甜,刘红卫, 冯筠
多源性数据SVM集成算法研究
西安电子科技大学学报, 01期, 2010/2/20.期刊论文
2009年的主要论文
1. Chang Tiantian,Liu Hongwei, Zhou Shuisheng
Large scale classification with local diversity AdaBoost SVM algorithm
Journal of Systems Engineering and Electronics, 20(6), pp 1344-1350, 2009/12.期刊论文
2. 常甜甜,刘红卫, 冯筠
基于K均值聚类和多核SVM的微钙化簇检测
计算机科学, 08期, 2009/8/15.期刊论文
3. Zhou ShuiSheng,Liu Hongwei, Ye Feng
Variant of Gaussian kernel and parameter setting method for nonlinear SVM
Neurocomputing, 72(13-15), pp 2931-2937, 2009/8.期刊论文
4. Zhou Shuisheng,Liu Hongwei, Ye Feng, Zhou Lihua
A new iterative algorithm training SVM
Optimization Methods and Software, 24(6), pp 913-932, 2009.期刊论文
2008年的主要论文
1. Ye Feng,Liu Hongwei, Zhou Shuisheng, Liu Sanyang
A smoothing trust-region Newton-CG method for minimax problem
Applied Mathematics and Computation, 199(2), pp 581-589, 2008/6/1.期刊论文
2007年的主要论文
1. 穆学文,刘红卫, 刘三阳
图的最大二等分问题的低秩可行方向算法
系统科学与数学, 05期, pp 780-790, 2007/10/15.期刊论文
2. Zhou ShuiSheng,Liu Hongwei, Ye Feng
The variant of Gaussian kernel and its model selection method
3rd International Conference on Natural Computation (ICNC 2007), 2007/8/24-2007/8/27, pp 683-687, 2007.会议论文
2006年的主要论文
1. Mu Xuewen, Liu Sanyang,Liu Hongwei
The application of successive quadratic programming algorithm to multiuser detection in CDMA
Wireless Personal Communications, 39(1), pp 15-24, 2006/10.期刊论文
2. Zhou Shuisheng,Liu Hongwei, Cui JiangTao, Zhou LiHua
Exact semismooth Newton SVM
DVANCES IN NATURAL COMPUTATION, PT 1, SPRINGER-VERLAG BERLIN, HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY, pp 139-142, 2006.书籍章节
2005年的主要论文
1. 王新辉, 刘三阳,刘红卫
顶点覆盖问题的强化半定规划松弛
西安电子科技大学学报, 06期, pp 958-960+964, 2005/12/20.期刊论文
2. 穆学文, 刘三阳,刘红卫,于周秋
图的最大二等分问题的投影梯度算法
Chinese Journal of Engineering Mathematics, 01期, pp 171-174, 2005/2/28.期刊论文
2004年的主要论文
1. 章国庆, 刘三阳,刘红卫, 石顺祥
二次谐波产生耦合方程组的解
应用数学, 02期, pp 285-288, 2004/4/25.期刊论文
2.Liu HW, Wang XH, Liu SY
Feasible direction algorithm for solving the SDP relaxations of quadratic {-1,1} programming problems
Optimization Methods and Software, 19(2), pp 125-136, 2004/4.期刊论文
3. 王新辉, 刘三阳,刘红卫
半定规划的割平面算法及其应用
西安电子科技大学学报, 01期, pp 140-142+152, 2004/2/20.期刊论文
4.Liu HW, Wang XH，Liu SY
The application of nonlinear programming for multiuser detection in CDMA
IEEE Transactions On Wireless Communications, 3(1), pp 8-11, 2004/1.期刊论文
2003年的主要论文
1.Liu HW, Wang XH
The application of nonlinear programming for multiuser detection in CDMA
IEEE Transactions On Wireless Communications, 3(1), pp 8-11, 2004/1.期刊论文
2.Liu HW, Liu SY, Xu FM
A tight semidefinite relaxation of the MAX CUT problem
Journal of Combinatorial Optimization, 7(3), pp 237-245, 2003/9.期刊论文
3. 王新辉,刘红卫, 刘三阳
半定规划的一种新算法及其应用
Journal On Numerical Methods and Computer Applications, 02期, pp 81-87, 2003/6/30.期刊论文
4.刘红卫, 王新辉, 刘三阳
多用户检测问题的半定规划坐标下降算法
计算机科学, 05期, pp 134-135+149, 2003/5/15.期刊论文
5.刘红卫, 王新辉, 刘三阳
基于半定规划多用户检测问题的二次规划法
系统工程与电子技术, 03期, pp 355-358, 2003/3/20.期刊论文
2002年的主要论文
1.刘红卫, 于力
关于无穷多个无穷小的乘积的注记
高等数学研究, 03期, pp 27-28, 2002/9/28.期刊论文
2. 刘三阳, 王新辉,刘红卫
多用户检测问题的半定规划方法
Chinese Journal of Engineering Mathematics, 02期, pp 39-46, 2002/5/30.期刊论文
2001年的主要论文
1. 刘三阳, 王新辉,刘红卫
多用户检测问题的半定规划方法
Chinese Journal of Engineering Mathematics, 02期, pp 39-46, 2002/5/30.期刊论文
2. 王新辉, 刘三阳,刘红卫
非光滑凸规划的割平面法及其在组合优化中的应用
应用数学, S1期, pp 94-97, 2001/12/30.期刊论文
3.刘红卫, 徐凤敏, 刘三阳
二次背包问题的半定规划松弛
西安电子科技大学学报, 05期, pp 638-640+658, 2001/10/25.期刊论文
4.Liu HW, Liu SY
Negative answer to the conjecture on the convexity of the greatest eigenvalue
Journal of Optimization Theory and Applications, 110(3), pp 677-679, 2001/9.期刊论文
2000年的主要论文
1.Liu HW, Liu SY
A counterexample of the convexity of sums of singular values
SIAM Journal On Matrix Analysis and Applications, 21(4), pp 1389-1391, 2000/5/16.期刊论文

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