02540nam 2200601Ia 450 991079243230332120230725023252.066126008021-282-60080-X97866126008071-60750-472-3(CKB)2670000000014170(EBL)501453(OCoLC)591152283(SSID)ssj0000356268(PQKBManifestationID)11224441(PQKBTitleCode)TC0000356268(PQKBWorkID)10341371(PQKB)10383969(MiAaPQ)EBC501453(Au-PeEL)EBL501453(CaPaEBR)ebr10375704(CaONFJC)MIL260080(EXLCZ)99267000000001417020091203d2010 uy 0engur|n|---|||||txtccrAdaptive stream mining[electronic resource] pattern learning and mining from evolving data streams /Albert BifetAmsterdam IOS Press20101 online resource (224 p.)Frontiers in artificial intelligence and applications ;v. 207Description based upon print version of record.1-60750-090-6 Includes bibliographical references.Title page; Contents; Introduction and Preliminaries; Introduction; Preliminaries; Evolving Data Stream Learning; Mining Evolving Data Streams; Adaptive Sliding Windows; Decision Trees; Ensemble Methods; Closed Frequent Tree Mining; Mining Frequent Closed Rooted Trees; Mining Implications from Lattices of Closed Trees; Evolving Tree Data Stream Mining; Mining Adaptively Frequent Closed Rooted Trees; Adaptive XML Tree Classification; BibliographyContributes to the subject of mining time-changing data streams and addresses the design of learning algorithms for this purpose. This book introduces contributions on several different aspects of the problem, identifying research opportunities and increasing the scope for applications.Frontiers in artificial intelligence and applications ;v. 207.Data miningPattern recognition systemsData mining.Pattern recognition systems.006.312Bifet Albert1167471MiAaPQMiAaPQMiAaPQBOOK9910792432303321Adaptive stream mining3818699UNINA