Linear programming-based submodular extensions for marginal estimation

Submodular extensions of an energy function can be used to efficiently compute approximate marginals via variational inference. The accuracy of the marginals depends crucially on the quality of the submodular extension. To identify accurate extensions for different classes of energy functions, we es...

Descripción completa

Detalles Bibliográficos
Autores principales: Pansari, P, Russell, C, Kumar, P
Formato: Journal article
Lenguaje:English
Publicado: Elsevier 2019