Dimensionality Reduction with Unsupervised Nearest Neighbors

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, unsuperv...

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Bibliographic Details
Main Author: Kramer, Oliver (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:English
Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2013.
Series:Intelligent Systems Reference Library, 51
Subjects:
Online Access:Full Text via HEAL-Link
Table of Contents:
  • Part I Foundations
  • Part II Unsupervised Nearest Neighbors
  • Part III Conclusions.