Mathematical Analysis for Machine Learning and Data Mining

Dan A Simovici

  • 出版商: World Scientific Pub
  • 出版日期: 2018-05-21
  • 售價: $14,050
  • 貴賓價: 9.5$13,348
  • 語言: 英文
  • 頁數: 984
  • 裝訂: Hardcover
  • ISBN: 9813229683
  • ISBN-13: 9789813229686
  • 相關分類: Machine LearningData-mining
  • 海外代購書籍(需單獨結帳)

商品描述

This compendium provides a self-contained introduction to mathematical analysis in the field of machine learning and data mining. The mathematical analysis component of the typical mathematical curriculum for computer science students omits these very important ideas and techniques which are indispensable for approaching specialized area of machine learning centered around optimization such as support vector machines, neural networks, various types of regression, feature selection, and clustering. The book is of special interest to researchers and graduate students who will benefit from these application areas discussed in the book.