A primal-dual predictor-corrector interior-point method for symmetric cone programming with O(r log E-1) iteration complexity

被引:1
作者
Shahraki, M. Sayadi [1 ]
Mansouri, H. [2 ]
Zangiabadi, M. [2 ]
机构
[1] Inst Res Fundamental Sci IPM, Sch Math, POB 19395-5746, Tehran, Iran
[2] Shahrekord Univ, Fac Math Sci, Dept Appl Math, Shahrekord, Iran
关键词
Euclidean Jordan algebra; Symmetric cone; interior-point methods; predictor-corrector algorithm; wide neighbourhood; 90C05; 90C51; PATH-FOLLOWING METHOD; WIDE NEIGHBORHOOD; SEMIDEFINITE OPTIMIZATION; JORDAN ALGEBRAS; ALGORITHMS;
D O I
10.1080/00207160.2016.1274742
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper,we propose a new predictor-corrector interior-point method for symmetric cone programming. This algorithm is based on a wide neighbourhood and the Nesterov-Todd direction. We prove that, besides the predictor steps, each corrector step also reduces the duality gap by a rate of , where r is the rank of the associated Euclidean Jordan algebras. In particular, the complexity bound is , where is a given tolerance. To our knowledge, this is the best complexity result obtained so far for interior-point methods with a wide neighbourhood over symmetric cones. The numerical results show that the proposed algorithm is effective.
引用
收藏
页码:1998 / 2010
页数:13
相关论文
共 30 条
[11]   Barrier functions in interior point methods [J].
Guler, O .
MATHEMATICS OF OPERATIONS RESEARCH, 1996, 21 (04) :860-885
[12]  
Kojima M., 1989, Progress in Mathematical Programming: Interior-Point and Related Methods
[13]   A NEW CLASS OF LARGE NEIGHBORHOOD PATH-FOLLOWING INTERIOR POINT ALGORITHMS FOR SEMIDEFINITE OPTIMIZATION WITH O(√n log Tr(X0 S0)/ε) ITERATION COMPLEXITY [J].
Li, Yang ;
Terlaky, Tamas .
SIAM JOURNAL ON OPTIMIZATION, 2010, 20 (06) :2853-2875
[14]  
Liu C, 2012, THESIS
[15]   Polynomial Convergence of Second-Order Mehrotra-Type Predictor-Corrector Algorithms over Symmetric Cones [J].
Liu, Changhe ;
Liu, Hongwei ;
Liu, Xinze .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2012, 154 (03) :949-965
[16]   A New Wide Neighborhood Primal-Dual Infeasible-Interior-Point Method for Symmetric Cone Programming [J].
Liu, Hongwei ;
Yang, Ximei ;
Liu, Changhe .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2013, 158 (03) :796-815
[17]   Path-following interior point algorithms for the Cartesian P *(κ)-LCP over symmetric cones [J].
Luo ZiYan ;
Xiu NaiHua .
SCIENCE IN CHINA SERIES A-MATHEMATICS, 2009, 52 (08) :1769-1784
[18]   Simplified O(nL) infeasible interior-point algorithm for linear optimization using full-Newton steps [J].
Mansouri, H. ;
Roos, C. .
OPTIMIZATION METHODS & SOFTWARE, 2007, 22 (03) :519-530
[19]   ON THE IMPLEMENTATION OF A PRIMAL-DUAL INTERIOR POINT METHOD [J].
Mehrotra, Sanjay .
SIAM JOURNAL ON OPTIMIZATION, 1992, 2 (04) :575-601
[20]   ON ADAPTIVE-STEP PRIMAL-DUAL INTERIOR-POINT ALGORITHMS FOR LINEAR-PROGRAMMING [J].
MIZUNO, S ;
TODD, MJ ;
YE, YY .
MATHEMATICS OF OPERATIONS RESEARCH, 1993, 18 (04) :964-981