Publisher: Now Publishers Inc (May 30, 2014)
Format: PDF / Kindle / ePub
Size: 6.6 MB
Downloadable formats: PDF
energetic studying is a protocol for supervised laptop studying within which a studying set of rules sequentially requests the labels of chosen information issues from a wide pool of unlabeled info. This contrasts with passive studying the place the classified info are taken at random. the target in lively studying is to supply a highly-accurate classifier, preferably utilizing fewer labels than the variety of random categorized info enough for passive studying to accomplish an identical. idea of Disagreement-Based lively studying describes contemporary advances in our knowing of the theoretical merits of lively studying, and implications for the layout of potent energetic studying algorithms. a lot of the monograph specializes in a selected approach, specifically disagreement-based lively studying, which by means of now has collected a mature and coherent literature. It additionally in brief surveys numerous replacement ways from the literature. The emphasis is on theorems concerning the functionality of some normal algorithms, together with rigorous proofs the place acceptable. notwithstanding, the presentation is meant to be pedagogical, targeting effects that illustrate basic principles instead of acquiring the most powerful or most widely recognized theorems. concept of Disagreement-Based energetic studying is meant for researchers and complicated graduate scholars in computing device studying and statistics who're attracted to gaining a deeper knowing of the hot and ongoing advancements within the concept of lively studying.