Encyclopedia of Machine Learning and Data Mining

  • 出版商: Springer
  • 出版日期: 2017-03-15
  • 售價: $32,610
  • 貴賓價: 9.5$30,980
  • 語言: 英文
  • 頁數: 1335
  • 裝訂: Hardcover
  • ISBN: 148997685X
  • ISBN-13: 9781489976857
  • 相關分類: Machine LearningData-mining
  • 海外代購書籍(需單獨結帳)

商品描述

This authoritative, expanded and updated second edition of Encyclopedia of Machine Learning and Data Mining provides easy access to core information for those seeking entry into any aspect within the broad field of Machine Learning and Data Mining.  A paramount work, its 800 entries - about 150 of them newly updated or added - are filled with valuable literature references, providing the reader with a portal to more detailed information on any given topic.
Topics for the Encyclopedia of Machine Learning and Data Mining include Learning and Logic, Data Mining, Applications, Text Mining, Statistical Learning, Reinforcement Learning, Pattern Mining, Graph Mining, Relational Mining, Evolutionary Computation, Information Theory, Behavior Cloning, and many others.  Topics were selected by a distinguished international advisory board. Each peer-reviewed, highly-structured entry includes a definition, key words, an illustration, applications, a bibliography, and links to related literature.
The entries are expository and tutorial, making this reference a practical resource for students, academics, or professionals who employ machine learning and data mining methods in their projects. Machine learning and data mining techniques have countless applications, including data science applications, and this reference is essential for anyone seeking quick access to vital information on the topic.


商品描述(中文翻譯)

這本權威、擴充且更新的第二版《機器學習與資料探勘百科全書》為那些希望進入機器學習和資料探勘廣泛領域的人提供了核心資訊的便捷途徑。這是一本重要的作品,其中的800個條目中,約有150個是新更新或新增的,並提供了有價值的文獻參考,讓讀者能夠進一步瞭解任何特定主題的詳細資訊。

《機器學習與資料探勘百科全書》的主題包括學習與邏輯、資料探勘、應用、文本探勘、統計學習、強化學習、模式探勘、圖形探勘、關聯探勘、演化計算、資訊理論、行為複製等等。這些主題是由一個傑出的國際顧問委員會選擇的。每個經過同行評審的高度結構化條目都包括定義、關鍵詞、插圖、應用、參考文獻和相關文獻的連結。

這些條目是解說性和教學性的,使得這本參考書成為學生、學者或在其專案中應用機器學習和資料探勘方法的專業人士的實用資源。機器學習和資料探勘技術有無數的應用,包括資料科學應用,這本參考書對於任何尋求快速獲取有關該主題的重要資訊的人來說是必不可少的。