On the complexity of quasiconvex integer minimization problem

07/08/2018
by   A. Yu. Chirkov, et al.
0

In this paper, we consider the class of quasiconvex functions and its proper subclass of conic functions. The integer minimization problem of these functions is considered in the paper, assuming that an optimized function is defined by the comparison oracle. We will show that there is no a polynomial algorithm on R to optimize quasiconvex functions in the ball of integer radius R using only the comparison oracle. On the other hand, if an optimized function is conic, then we show that there is a polynomial on R algorithm. We also present an exponential on the dimension lower bound for the oracle complexity of the conic function integer optimization problem. Additionally, we give examples of known problems that can be polynomially reduced to the minimization problem of functions in our classes.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/01/2020

A polynomial algorithm for minimizing discrete convic functions in fixed dimension

Recently classes of conic and discrete conic functions were introduced. ...
research
05/04/2021

Thinking Inside the Ball: Near-Optimal Minimization of the Maximal Loss

We characterize the complexity of minimizing max_i∈[N] f_i(x) for convex...
research
03/18/2020

Acceleration with a Ball Optimization Oracle

Consider an oracle which takes a point x and returns the minimizer of a ...
research
07/03/2020

Minimizing Convex Functions with Integral Minimizers

Given a separation oracle 𝖲𝖮 for a convex function f that has an integra...
research
04/07/2023

Convex Minimization with Integer Minima in O(n^4) Time

Given a convex function f on ℝ^n with an integer minimizer, we show how ...
research
04/27/2022

What is in #P and what is not?

For several classical nonnegative integer functions, we investigate if t...
research
08/19/2022

A General Purpose Exact Solution Method for Mixed Integer Concave Minimization Problems

In this article, we discuss an exact algorithm for solving mixed integer...

Please sign up or login with your details

Forgot password? Click here to reset