PRIMAL DUAL ALGORITHMS FOR LINEAR-PROGRAMMING BASED ON THE LOGARITHMIC BARRIER METHOD

被引:21
作者
JANSEN, B [1 ]
ROOS, C [1 ]
TERLAKY, T [1 ]
VIAL, JP [1 ]
机构
[1] UNIV GENEVA,DEPT COMMERCIAL & IND ECON,CH-1211 GENEVA 4,SWITZERLAND
关键词
LINEAR PROGRAMMING; PRIMAL DUAL INTERIOR POINT METHODS; LOGARITHMIC BARRIER FUNCTION; POLYNOMIAL ALGORITHMS;
D O I
10.1007/BF02191759
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we deal with primal-dual interior point methods for solving the linear programming problem. We present a short-step and a long-step path-following primal-dual method and derive polynomial-time bounds for both methods. The iteration bounds are as usual in the existing literature, namely O(square-root nL) iterations for the short-step variant and O(nL) for the long-step variant. In the analysis of both variants, we use a new proximity measure, which is closely related to the Euclidean norm of the scaled search direction vectors. The analysis of the long-step method depends strongly on the fact that the usual search directions form a descent direction for the so-called primal-dual logarithmic barrier function.
引用
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页码:1 / 26
页数:26
相关论文
共 25 条
[1]  
ANSTREICHER KM, 1990, LONG STEP PATH FOLLO
[2]   A COMPLEXITY REDUCTION FOR THE LONG-STEP PATH-FOLLOWING ALGORITHM FOR LINEAR PROGRAMMING [J].
Den Hertog, D. ;
Roos, C. ;
Vial, J. -Ph. .
SIAM JOURNAL ON OPTIMIZATION, 1992, 2 (01) :71-87
[3]  
Den Hertog D, 1993, INTERIOR POINT APPRO
[4]  
DING J., 1990, ARAB J SCI ENG, V15, P679
[5]  
Fiacco AV, 1990, NONLINEAR PROGRAMMIN
[6]   ON PROJECTED NEWTON BARRIER METHODS FOR LINEAR-PROGRAMMING AND AN EQUIVALENCE TO KARMARKAR PROJECTIVE METHOD [J].
GILL, PE ;
MURRAY, W ;
SAUNDERS, MA ;
TOMLIN, JA ;
WRIGHT, MH .
MATHEMATICAL PROGRAMMING, 1986, 36 (02) :183-209
[7]   PATH-FOLLOWING METHODS FOR LINEAR-PROGRAMMING [J].
GONZAGA, CC .
SIAM REVIEW, 1992, 34 (02) :167-224
[8]   LARGE STEP PATH-FOLLOWING METHODS FOR LINEAR PROGRAMMING, PART I: BARRIER FUNCTION METHOD [J].
Gonzaga, Clovis C. .
SIAM JOURNAL ON OPTIMIZATION, 1991, 1 (02) :268-279
[9]   A NEW POLYNOMIAL-TIME ALGORITHM FOR LINEAR-PROGRAMMING [J].
KARMARKAR, N .
COMBINATORICA, 1984, 4 (04) :373-395
[10]   AN O(SQUARE-ROOT-N L) ITERATION POTENTIAL REDUCTION ALGORITHM FOR LINEAR COMPLEMENTARITY-PROBLEMS [J].
KOJIMA, M ;
MIZUNO, S ;
YOSHISE, A .
MATHEMATICAL PROGRAMMING, 1991, 50 (03) :331-342