Ensemble Learning: Pattern Classification Using Ensemble Methods (Second Edition)
暫譯: 集成學習:使用集成方法的模式分類(第二版)
Rokach, Lior
- 出版商: World Scientific Pub
- 出版日期: 2019-03-25
- 售價: $4,770
- 貴賓價: 9.5 折 $4,532
- 語言: 英文
- 頁數: 300
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9811201951
- ISBN-13: 9789811201950
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商品描述
This updated compendium provides a methodical introduction with a coherent and unified repository of ensemble methods, theories, trends, challenges, and applications. More than a third of this edition comprised of new materials, highlighting descriptions of the classic methods, and extensions and novel approaches that have recently been introduced.Along with algorithmic descriptions of each method, the settings in which each method is applicable and the consequences and tradeoffs incurred by using the method is succinctly featured. R code for implementation of the algorithm is also emphasized.The unique volume provides researchers, students and practitioners in industry with a comprehensive, concise and convenient resource on ensemble learning methods.
商品描述(中文翻譯)
這本更新的彙編提供了一個系統性的介紹,包含了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。本版的三分之一以上是新材料,突顯了經典方法的描述,以及最近引入的擴展和新穎方法。除了每種方法的演算法描述外,還簡明扼要地介紹了每種方法適用的情境以及使用該方法所帶來的後果和權衡。實現演算法的 R 代碼也得到了強調。這本獨特的著作為研究人員、學生和業界從業者提供了一個全面、簡明且方便的集成學習方法資源。