Learning decision rules from data streams

• Tipo: Artigo em Livro de Atas de Conferência Internacional
• Data: 2011

Autores

João Gama (Autor) FEP; Kosina, P (Autor) Outra

Ata de Conferência Internacional

Título: IJCAI International Joint Conference on Artificial Intelligence

Páginas: 1255-1260

22nd International Joint Conference on Artificial Intelligence, IJCAI 2011

Barcelona, Catalonia, 16 July 2011 through 22 July 2011

Indexação

Scopus - 68 Citações

Outras Informações

ID Authenticus: P-008-4SH

DOI: 10.5591/978-1-57735-516-8/ijcai11-213

Abstract (EN): Decision rules, which can provide good interpretability and flexibility for data mining tasks, have received very little attention in the stream mining community so far. In this work we 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.

Idioma: Inglês

Tipo (Avaliação Docente): Científica