The Top Ten Algorithms in Data Mining

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The Top Ten Algorithms in Data Mining

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The Top Ten Algorithms in Data Mining

  • 品牌: Unbranded
价格: $259.00
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描述

Identifying some of the most influential algorithms that are widely used in the data mining community The Top Ten Algorithms in Data Mining provides a description of each algorithm discusses its impact and reviews current and future research. Thoroughly evaluated by independent reviewers each chapter focuses on a particular algorithm and is written by either the original authors of the algorithm or world-class researchers who have extensively studied the respective algorithm. The book concentrates on the following important algorithms: C4. 5 k-Means SVM Apriori EM PageRank AdaBoost kNN Naive Bayes and CART. Examples illustrate how each algorithm works and highlight its overall performance in a real-world application. The text covers key topicsâincluding classification clustering statistical learning association analysis and link miningâin data mining research and development as well as in data mining machine learning and artificial intelligence courses. By naming the leading algorithms in this field this book encourages the use of data mining techniques in a broader realm of real-world applications. It should inspire more data mining researchers to further explore the impact and novel research issues of these algorithms. . Language: English
  • 品牌: Unbranded
  • 类别: 杂志
  • 语言: English
  • 出版日期: 2009/04/09
  • 艺术家: Xindong Wu
  • 页数: 232
  • 出版社/标签: CRC Press
  • 格式: Hardback
  • Fruugo ID: 338117064-741780428
  • ISBN: 9781420089646

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