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Explaining the Success of Nearest Neighbor Methods in Prediction

af Devavrat Shah, George H. Chen

indgår i Foundations and Trends (R) in Machine Learning serien

Explaining the Success of Nearest Neighbor Methods in Prediction af Devavrat Shah
Bag om Explaining the Success of Nearest Neighbor Methods in Prediction

Many modern methods for prediction leverage nearest neighbour search to find past training examples most similar to a test example, an idea that dates back in text to at least the 11th century and has stood the test of time. This monograph explains the success of these methods, both in theory and in practice.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9781680834543
  • Indbinding:
  • Paperback
  • Sideantal:
  • 264
  • Udgivet:
  • 30. Maj 2018
  • Vægt:
  • 376 g.
  • 8-11 hverdage.
  • 4. Oktober 2024

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Many modern methods for prediction leverage nearest neighbour search to find past training examples most similar to a test example, an idea that dates back in text to at least the 11th century and has stood the test of time. This monograph explains the success of these methods, both in theory and in practice.

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