Lectures on the Nearest Neighbor Method (Springer Series in the Data Sciences)

Gérard Biau, Luc Devroye

  • 出版商: Springer
  • 出版日期: 2015-12-15
  • 售價: $5,310
  • 貴賓價: 9.5$5,045
  • 語言: 英文
  • 頁數: 290
  • 裝訂: Hardcover
  • ISBN: 3319253867
  • ISBN-13: 9783319253862
  • 相關分類: 資料科學

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This text presents a wide-ranging and rigorous overview of nearest neighbor methods, one of the most important paradigms in machine learning. Now in one self-contained volume, this book systematically covers key statistical, probabilistic, combinatorial and geometric ideas for understanding, analyzing and developing nearest neighbor methods.

Gérard Biau is a professor at Université Pierre et Marie Curie (Paris). Luc Devroye is a professor at the School of Computer Science at McGill University (Montreal).