Dimensionality Reduction with Unsupervised Nearest Neighbors

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This book is devoted to a novel approach for dimensionality reduction based on the famous nearest neighbor method that is a powerful classification and regression approach. It starts with an introduction to machine learning concepts and a real-world application from the energy domain. Then, unsupervised nearest neighbors (UNN) is introduced as efficient iterative method for dimensionality reductio...

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This book is devoted to a novel approach for dimensionality reduction based on the famous nearest neighbor method that is a powerful classification and regression approach. It starts with an introduction to machine learning concepts and a real-world application from the energy domain. Then, unsupervised nearest neighbors (UNN) is introduced as efficient iterative method for dimensionality reductio...

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  • Formats: pdf
  • ISBN: 9783642386527
  • Publication Date: 30 May 2013
  • Publisher: Springer Berlin Heidelberg
  • Product language: English
  • Drm Setting: DRM