{"type":"ScholarlyArticle","title":"View Learning for Statistical Relational Learning: With an Application to Mammography","authors":[{"name":"Jesse Davis","slug":"jesse-davis","given":"Jesse","family":"Davis","affiliation":""},{"name":"Elizabeth S. Burnside","slug":"elizabeth-s-burnside","given":"Elizabeth S.","family":"Burnside","affiliation":""},{"name":"Inês de Castro Dutra","slug":"ines-de-castro-dutra","given":"Inês de Castro","family":"Dutra","affiliation":""},{"name":"C. David Page Jr.","slug":"c-david-page-jr","given":"C. David Page","family":"Jr.","affiliation":""},{"name":"Raghu Ramakrishnan","slug":"raghu-ramakrishnan","given":"Raghu","family":"Ramakrishnan","affiliation":""},{"name":"Vítor Santos Costa","slug":"vitor-santos-costa","given":"Vítor Santos","family":"Costa","affiliation":""},{"name":"Jude W. Shavlik","slug":"jude-w-shavlik","given":"Jude W.","family":"Shavlik","affiliation":""}],"abstract":"Statistical relational learning (SRL) constructs probabilistic models from relational databases. A key capability of SRL is the learning of arcs (in the Bayes net sense) connecting entries in different rows of a relational table, or in different tables. Nevertheless, SRL approaches currently are constrained to use the existing database schema. For many database applications, users find it profitable to define alternative “views” of the database, in effect defining new fields or tables. Such new fields or tables can also be highly useful in learning. We provide SRL with the capability of learning new views.","doi":null,"url":"https://ijcai.org/proceedings/2005/62","pdf":"https://ijcai.org/proceedings/2005/0062.pdf","markdown":"https://ijcai.org/proceedings/2005/62.md","bibtex":"https://ijcai.org/proceedings/2005/bibtex/62","volume":{"slug":"2005","title":"Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2005","url":"https://ijcai.org/proceedings/2005/","year":2005,"location":"Edinburgh, Scotland, UK","dates":"","editors":"","isbn":"","publisher":"International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":62,"pages":{"first":677,"last":682},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}