资源论文Generalized roof duality and bisubmodular functions

Generalized roof duality and bisubmodular functions

2020-01-06 | |  67 |   49 |   0

Abstract

Consider a convex relaxation fˆ of a pseudo-boolean function f . We say that the relaxation is totally half-integral if fˆ(x) is a polyhedral function with halfintegral extreme points x, and this property is preserved after adding an arbitrary combination of constraints of the form 图片.png where 图片.png is a constant. A well-known example is the roof duality relaxation for quadratic pseudo-boolean functions f . We argue that total half-integrality is a natural requirement for generalizations of roof duality to arbitrary pseudo-boolean functions. Our contributions are as follows. First, we provide a complete characterization of totally half-integral relaxations fˆ by establishing a one-to-one correspondence with bisubmodular functions. Second, we give a new characterization of bisubmodular functions. Finally, we show some relationships between general totally half-integral relaxations and relaxations based on the roof duality.

上一篇:Deterministic Single-Pass Algorithm for LDA

下一篇:Nonparametric Density Estimation for Stochastic Optimization with an Observable State Variable

用户评价
全部评价

热门资源

  • The Variational S...

    Unlike traditional images which do not offer in...

  • Learning to Predi...

    Much of model-based reinforcement learning invo...

  • Stratified Strate...

    In this paper we introduce Stratified Strategy ...

  • A Mathematical Mo...

    Direct democracy, where each voter casts one vo...

  • Rating-Boosted La...

    The performance of a recommendation system reli...