{"type":"ScholarlyArticle","title":"Incorporating Expert Judgement into Bayesian Network Machine Learning","authors":[{"name":"Yun Zhou","slug":"yun-zhou","given":"Yun","family":"Zhou","affiliation":""},{"name":"Norman E. Fenton","slug":"norman-e-fenton","given":"Norman E.","family":"Fenton","affiliation":""},{"name":"Martin Neil","slug":"martin-neil","given":"Martin","family":"Neil","affiliation":""},{"name":"Cheng Zhu","slug":"cheng-zhu","given":"Cheng","family":"Zhu","affiliation":""}],"abstract":"We review the challenges of Bayesian network learning, especially parameter learning, and specify the problem of learning with sparse data. We explain how it is possible to incorporate both qualitative knowledge and data with a multinomial parameter learning method to achieve more accurate predictions with sparse data.","doi":null,"url":"https://ijcai.org/proceedings/2013/511","pdf":"https://ijcai.org/proceedings/2013/0511.pdf","markdown":"https://ijcai.org/proceedings/2013/511.md","bibtex":"https://ijcai.org/proceedings/2013/bibtex/511","volume":{"slug":"2013","title":"Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2013","url":"https://ijcai.org/proceedings/2013/","year":2013,"location":"Beijing, China","dates":"3–9 August 2013","editors":"Francesca Rossi","isbn":"978-1-57735-633-2","publisher":"AAAI Press / International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":511,"pages":{"first":3249,"last":3249},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}