Pattern Classification Using Ensemble Methods (Hardcover)
暫譯: 使用集成方法的模式分類 (精裝版)

Lior Rokach

  • 出版商: World Scientific Pub
  • 出版日期: 2010-06-30
  • 售價: $4,170
  • 貴賓價: 9.5$3,962
  • 語言: 英文
  • 頁數: 225
  • 裝訂: Hardcover
  • ISBN: 9814271063
  • ISBN-13: 9789814271066
  • 海外代購書籍(需單獨結帳)

買這商品的人也買了...

相關主題

商品描述

Researchers from various disciplines such as pattern recognition, statistics, and machine learning have explored the use of ensemble methodology since the late seventies. Thus, they are faced with a wide variety of methods, given the growing interest in the field. This book aims to impose a degree of order upon this diversity by presenting a coherent and unified repository of ensemble methods, theories, trends, challenges and applications. The book describes in detail the classical methods, as well as the extensions and novel approaches developed recently. Along with algorithmic descriptions of each method, it also explains the circumstances in which this method is applicable and the consequences and the trade-offs incurred by using the method.

商品描述(中文翻譯)

來自模式識別、統計學和機器學習等各個領域的研究人員,自七十年代末以來一直在探索集成方法的使用。因此,隨著該領域興趣的增長,他們面臨著各種各樣的方法。本書旨在對這種多樣性進行一定程度的整理,通過呈現一個連貫且統一的集成方法、理論、趨勢、挑戰和應用的資料庫。本書詳細描述了經典方法,以及最近開發的擴展和新穎方法。除了對每種方法的算法描述外,還解釋了該方法適用的情況以及使用該方法所帶來的後果和權衡。