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|Title:||Nonlinear optimization for matroid intersection and extensions|
|Authors:||Berstein, Yael; Lee, Jon; Onn, Shmuel; Weismantel, Robert|
|Published in:||Oberwolfach preprints (OWP), Volume 2008-14, ISSN 1864-7596|
|Publisher:||Oberwolfach : Mathematisches Forschungsinstitut Oberwolfach|
|Abstract:||We address optimization of nonlinear functions of the form f(Wx) , where f : Rd ! R is a nonlinear function, W is a d × n matrix, and feasible x are in some large finite set F of integer points in Rn . Generally, such problems are intractable, so we obtain positive algorithmic results by looking at broad natural classes of f , W and F . One of our main motivations is multi-objective discrete optimization, where f trades off the linear functions given by the rows of W . Another motivation is that we want to extend as much as possible the known results about polynomial-time linear optimization over trees, assignments, matroids, polymatroids, etc. to nonlinear optimization over such structures. We assume that the convex hull of F is well-described by linear inequalities (i.e., we have an efficient separation oracle). For example, the set of characteristic vectors of common bases of a pair of matroids on a common ground set satisfies this property for F . In this setting, the problem is already known to be intractable (even for a single matroid), for general f (given by a comparison oracle), for (i) d = 1 and binary-encoded W , and for (ii) d = n and W = I . Our main results (a few technicalities suppressed): 1- When F is well described, f is convex (or even quasiconvex), and W has a fixed number of rows and is unary encoded or with entries in a fixed set, we give an efficient deterministic algorithm for maximization. 2- When F is well described, f is a norm, and binary-encoded W is nonnegative, we give an efficient deterministic constant-approximation algorithm for maximization. 3- When F is well described, f is “ray concave” and non-decreasing, and W has a fixed number of rows and is unary encoded or with entries in a fixed set, we give an efficient deterministic constantapproximation algorithm for minimization. 4- When F is the set of characteristic vectors of common bases of a pair of vectorial matroids on a common ground set, f is arbitrary, and W has a fixed number of rows and is unary encoded, we give an efficient randomized algorithm for optimization.|
|License:||This document may be downloaded, read, stored and printed for your own use within the limits of § 53 UrhG but it may not be distributed via the internet or passed on to external parties.|
Dieses Dokument darf im Rahmen von § 53 UrhG zum eigenen Gebrauch kostenfrei heruntergeladen, gelesen, gespeichert und ausgedruckt, aber nicht im Internet bereitgestellt oder an Außenstehende weitergegeben werden.
|Appears in Collections:||Mathematik|
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Berstein, Y., Lee, J., Onn, S. and Weismantel, R. (2008) Nonlinear optimization for matroid intersection and extensions. Oberwolfach : Mathematisches Forschungsinstitut Oberwolfach. doi: https://doi.org/10.14760/OWP-2008-14.
Berstein, Y., Lee, J., Onn, S., & Weismantel, R. (2008). Nonlinear optimization for matroid intersection and extensions (Version publishedVersion). Oberwolfach : Mathematisches Forschungsinstitut Oberwolfach. https://doi.org/https://doi.org/10.14760/OWP-2008-14
Berstein Y, Lee J, Onn S, Weismantel R. Nonlinear optimization for matroid intersection and extensions. Oberwolfach : Mathematisches Forschungsinstitut Oberwolfach; 2008. doi:https://doi.org/10.14760/OWP-2008-14
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