{"type":"ScholarlyArticle","title":"Generative Structure Learning for Markov Logic Networks Based on Graph of Predicates","authors":[{"name":"Quang-Thang Dinh","slug":"quang-thang-dinh","given":"Quang-Thang","family":"Dinh","affiliation":""},{"name":"Matthieu Exbrayat","slug":"matthieu-exbrayat","given":"Matthieu","family":"Exbrayat","affiliation":""},{"name":"Christel Vrain","slug":"christel-vrain","given":"Christel","family":"Vrain","affiliation":""}],"abstract":"In this paper we present a new algorithm for generatively learning the structure of Markov Logic Networks. This algorithm relies on a graph of predicates, which summarizes the links existing between predicates and on relational information between ground atoms in the training database. Candidate clauses are produced by means of a heuristical variabilization technique. According to our first experiments, this approach appears to be promising.","doi":"10.5591/978-1-57735-516-8/IJCAI11-212","url":"https://ijcai.org/proceedings/2011/212","pdf":"https://ijcai.org/proceedings/2011/0212.pdf","markdown":"https://ijcai.org/proceedings/2011/212.md","bibtex":"https://ijcai.org/proceedings/2011/bibtex/212","volume":{"slug":"2011","title":"Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2011","url":"https://ijcai.org/proceedings/2011/","year":2011,"location":"Barcelona, Catalonia, Spain","dates":"16–22 July 2011","editors":"Toby Walsh","isbn":"978-1-57735-512-0; 978-1-57735-513-7; 978-1-57735-514-4; 978-1-57735-515-1; 978-1-57735-516-8","publisher":"AAAI Press/International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":212,"pages":{"first":1249,"last":1253},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}