Boosting: Models, Applications and Extensions Hardcover
暫譯: 增強學習:模型、應用與擴展 (精裝版)

Yoav Freund, Robert Schapire

  • 出版商: CRC
  • 出版日期: 2014-10-24
  • 售價: $2,570
  • 貴賓價: 9.5$2,442
  • 語言: 英文
  • 頁數: 288
  • 裝訂: Hardcover
  • ISBN: 1439814155
  • ISBN-13: 9781439814154
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Written by the developers of the first practical boosting algorithm, AdaBoost, this reference covers the background, theory, and advances in the formula. The first part of the book provides a general background of the subject. It is followed by an outline of the theory of boosting and the extensions to the AdaBoost algorithm that have been made since its inception. Chapters cover the mathematical study of machine learning, analysis of AdaBoost’s training error, the generalization error, and game theory. The authors also discuss specific applications, such as bioinformatics and computer vision, and provide examples to explain topics and ensure understanding.

商品描述(中文翻譯)

由第一個實用增強演算法 AdaBoost 的開發者撰寫,本參考書涵蓋了背景、理論及公式的進展。書的第一部分提供了該主題的一般背景。接下來是增強理論的概述,以及自 AdaBoost 啟始以來所做的擴展。各章節涵蓋機器學習的數學研究、AdaBoost 的訓練誤差分析、泛化誤差及博弈理論。作者還討論了特定應用,例如生物資訊學和計算機視覺,並提供範例以解釋主題並確保理解。