Boosting 2025 pdf epub mobi 电子书

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发表于2025-03-26

Boosting 2025 pdf epub mobi 电子书

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和侧重广度的prml不一样，本书通过adaboost算法及boosting这种思想，从纵向的角度像我们介绍了机器学习的方方面面，从泛化误差的推导到boosting与其他主流的算法的联系再到应用，作者以boosting为核心，对机器学习中的确定性算法给出了一个有深度的介绍。全书逻辑清晰，算法思...

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出版者:The MIT Press

作者:Robert E. Schapire

出品人:

页数:544

译者:

出版时间:2012-5-18

价格:USD 57.00

装帧:Hardcover

isbn号码:9780262017183

丛书系列:Adaptive Computation and Machine Learning

图书标签: 机器学习 boosting MachineLearning 统计学习模式识别计算机泛化误差数据挖掘

Boosting 2025 pdf epub mobi 电子书图书描述

Boosting is an approach to machine learning based on the idea of creating a highly accurate predictor by combining many weak and inaccurate "rules of thumb." A remarkably rich theory has evolved around boosting, with connections to a range of topics, including statistics, game theory, convex optimization, and information geometry. Boosting algorithms have also enjoyed practical success in such fields as biology, vision, and speech processing. At various times in its history, boosting has been perceived as mysterious, controversial, even paradoxical. This book, written by the inventors of the method, brings together, organizes, simplifies, and substantially extends two decades of research on boosting, presenting both theory and applications in a way that is accessible to readers from diverse backgrounds while also providing an authoritative reference for advanced researchers. With its introductory treatment of all material and its inclusion of exercises in every chapter, the book is appropriate for course use as well. The book begins with a general introduction to machine learning algorithms and their analysis; then explores the core theory of boosting, especially its ability to generalize; examines some of the myriad other theoretical viewpoints that help to explain and understand boosting; provides practical extensions of boosting for more complex learning problems; and finally presents a number of advanced theoretical topics. Numerous applications and practical illustrations are offered throughout.

Boosting 2025 pdf epub mobi 电子书

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