{"type":"ScholarlyArticle","title":"Learning Decision Rules from Data Streams","authors":[{"name":"João Gama","slug":"joao-gama","given":"Joao","family":"Gama","affiliation":""},{"name":"Petr Kosina","slug":"petr-kosina","given":"Petr","family":"Kosina","affiliation":""}],"abstract":"Decision rules, which can provide good interpretability andflexibility for data mining tasks, have received very littleattention in the stream mining community so far. In this workwe introduce a new algorithm to learn rule sets, designed for open-ended data streams.The proposed algorithm is able to continuously learn compact ordered and unordered rule sets. The experimental evaluation shows competitive results in comparison with VFDT and C4.5rules.","doi":"10.5591/978-1-57735-516-8/IJCAI11-213","url":"https://ijcai.org/proceedings/2011/213","pdf":"https://ijcai.org/proceedings/2011/0213.pdf","markdown":"https://ijcai.org/proceedings/2011/213.md","bibtex":"https://ijcai.org/proceedings/2011/bibtex/213","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":213,"pages":{"first":1255,"last":1259},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}