Get Boosting: Foundations and Algorithms (Adaptive Computation PDF

By Robert E. Schapire,Yoav Freund

Boosting is an method of computing device studying in keeping with the assumption of making a hugely actual predictor by means of combining many susceptible and misguided "rules of thumb." A remarkably wealthy conception has developed round boosting, with connections to a number themes, together with data, online game thought, convex optimization, and knowledge geometry. Boosting algorithms have additionally loved useful luck in such fields as biology, imaginative and prescient, and speech processing. At numerous occasions in its background, boosting has been perceived as mysterious, arguable, even paradoxical.This e-book, written by way of the inventors of the tactic, brings jointly, organizes, simplifies, and considerably extends 20 years of analysis on boosting, proposing either concept and functions in a manner that's obtainable to readers from various backgrounds whereas additionally delivering an authoritative reference for complicated researchers. With its introductory remedy of all fabric and its inclusion of routines in each bankruptcy, the e-book is acceptable for direction use in addition. The publication starts off with a normal creation to laptop studying algorithms and their research; then explores the middle idea of boosting, specially its skill to generalize; examines many of the myriad different theoretical viewpoints that aid to give an explanation for and comprehend boosting; offers functional extensions of boosting for extra complicated studying difficulties; and at last offers a few complicated theoretical subject matters. various functions and useful illustrations are provided throughout.

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Boosting: Foundations and Algorithms (Adaptive Computation and Machine Learning series) by Robert E. Schapire,Yoav Freund


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