The Minimum Entropy Submodular Set Cover Problem

نویسندگان

  • Gabriel Istrate
  • Cosmin Bonchis
  • Liviu P. Dinu
چکیده

We study minimum entropy submodular set cover, a variant of the submodular set cover problem (Wolsey [22], Fujito [11], etc) that generalizes the minimum entropy set cover problem (Halperin and Karp [12], Cardinal et al. [5]) We give a general bound of the approximation performance of the greedy algorithm using an approach that can be interpreted in terms of a particular type of biased network flows. As an application we rederive known results for the Minimum Entropy Set Cover and Minimum Entropy Orientation problems, and obtain a nontrivial bound for a new problem called the Minimum Entropy Spanning Tree problem. The problem can be applied to (and is partly motivated by) a worst-case approach to fairness in concave cooperative games.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Minimum Entropy Submodular Optimization (and Fairness in Cooperative Games)

We study minimum entropy submodular optimization, a common generalization of the minimum entropy set cover problem, studied earlier by Cardinal et al., and the submodular set cover problem (Wolsey [Wol82], Fujishige [BIKP01], etc). We give a general bound of the approximation performance of the greedy algorithm using an approach that can be interpreted in terms of a particular type of biased ne...

متن کامل

Approximation Algorithms for Submodular Set Cover with Applications

The main problem considered is submodular set cover, the problem of minimizing a linear function under a nondecreasing submodular constraint, which generalizes both wellknown set cover and minimum matroid base problems. The problem is NP-hard, and two natural greedy heuristics are introduced along with analysis of their performance. As applications of these heuristics we consider various specia...

متن کامل

Greedy approximations for minimum submodular cover with submodular cost

It is well-known that a greedy approximation with an integer-valued polymatroid potential function f is H(γ )-approximation of the minimum submodular cover problem with linear cost where γ is the maximum value of f over all singletons and H(γ ) is the γ -th harmonic number. In this paper, we establish similar results for the minimum submodular cover problem with a submodular cost (possibly nonl...

متن کامل

Approximating Minimum Linear Ordering Problems

This paper addresses the Minimum Linear Ordering Problem (MLOP): Given a nonnegative set function f on a finite set V , find a linear ordering on V such that the sum of the function values for all the suffixes is minimized. This problem generalizes well-known problems such as the Minimum Linear Arrangement, Min Sum Set Cover, Minimum Latency Set Cover, and Multiple Intents Ranking. Extending a ...

متن کامل

Greedy Set-Cover Algorithms

1 PROBLEM DEFINITION Given a collection S of sets over a universe U , a set cover C ⊆ S is a subcollection of the sets whose union is U. The set-cover problem is, given S, to find a minimum-cardinality set cover. In the weighted set-cover problem, for each set s ∈ S a weight w s ≥ 0 is also specified, and the goal is to find a set cover C of minimum total weight s∈C w s. Weighted set cover is a...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016