{"type":"ScholarlyArticle","title":"The Complexity of MAP Inference in Bayesian Networks Specified Through Logical Languages","authors":[{"name":"Denis Deratani Mauá","slug":"denis-deratani-maua","given":"Denis Deratani","family":"Mauá","affiliation":""},{"name":"Cassio Polpo de Campos","slug":"cassio-polpo-de-campos","given":"Cassio Polpo","family":"de Campos","affiliation":""},{"name":"Fábio Gagliardi Cozman","slug":"fabio-gagliardi-cozman","given":"Fabio Gagliardi","family":"Cozman","affiliation":""}],"abstract":"We study the computational complexity of finding maximum a posteriori configurations in Bayesian networks whose probabilities are specified by logical formulas. This approach leads to a fine grained study in which local information such as context-sensitive independence and determinism can be considered. It also allows us to characterize more precisely the jump from tractability to NP-hardness and beyond, and to consider the complexity introduced by evidence alone.","doi":null,"url":"https://ijcai.org/proceedings/2015/130","pdf":"https://ijcai.org/proceedings/2015/0130.pdf","markdown":"https://ijcai.org/proceedings/2015/130.md","bibtex":"https://ijcai.org/proceedings/2015/bibtex/130","volume":{"slug":"2015","title":"Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2015","url":"https://ijcai.org/proceedings/2015/","year":2015,"location":"Buenos Aires, Argentina","dates":"25–31 July 2015","editors":"Qiang Yang and Michael Wooldridge","isbn":"978-1-57735-738-4","publisher":"International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":"Knowledge Representation, Reasoning, and Logic","track":"Main Track","number":130,"pages":{"first":889,"last":894},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}