Solving the sum-of-ratios problem by an interior-point method

Citation
Rw. Freund et F. Jarre, Solving the sum-of-ratios problem by an interior-point method, J GLOB OPT, 19(1), 2001, pp. 83-102
Citations number
21
Categorie Soggetti
Engineering Mathematics
Journal title
JOURNAL OF GLOBAL OPTIMIZATION
ISSN journal
09255001 → ACNP
Volume
19
Issue
1
Year of publication
2001
Pages
83 - 102
Database
ISI
SICI code
0925-5001(200101)19:1<83:STSPBA>2.0.ZU;2-6
Abstract
We consider the problem of minimizing the sum of a convex function and of p greater than or equal to 1 fractions subject to convex constraints. The nu merators of the fractions are positive convex functions, and the denominato rs are positive concave functions. Thus, each fraction is quasi-convex. We give a brief discussion of the problem and prove that in spite of its speci al structure, the problem is NP-complete even when only p = 1 fraction is i nvolved. We then show how the problem can be reduced to the minimization of a function of p variables where the function values are given by the solut ion of certain convex subproblems. Based on this reduction, we propose an a lgorithm for computing the global minimum of the problem by means of an int erior-point method for convex programs.