{"type":"ScholarlyArticle","title":"Inside-Outside Probability Computation for Belief Propagation","authors":[{"name":"Taisuke Sato","slug":"taisuke-sato","given":"Taisuke","family":"Sato","affiliation":""}],"abstract":"In this paper we prove that the well-known correspondence between the forward-backward algorithm for hidden Markov models (HMMs) and belief propagation (BP) applied to HMMs can be generalized to one between BP for junction trees and the generalized inside-outside probability computation for probabilistic logic programs applied to junction trees.","doi":null,"url":"https://ijcai.org/proceedings/2007/419","pdf":"https://ijcai.org/proceedings/2007/0419.pdf","markdown":"https://ijcai.org/proceedings/2007/419.md","bibtex":"https://ijcai.org/proceedings/2007/bibtex/419","volume":{"slug":"2007","title":"Proceedings of the Twentieth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2007","url":"https://ijcai.org/proceedings/2007/","year":2007,"location":"Hyderabad, India","dates":"","editors":"Ramon López de Mántaras","isbn":"","publisher":"International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":419,"pages":{"first":2605,"last":2609},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}