Dimensionality Reduction with Unsupervised Nearest Neighbors (häftad)
Format
Häftad (Paperback / softback)
Språk
Engelska
Antal sidor
132
Utgivningsdatum
2016-05-15
Upplaga
Softcover reprint of the original 1st ed. 2013
Förlag
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Illustrationer
45 Illustrations, color; 3 Illustrations, black and white; XII, 132 p. 48 illus., 45 illus. in color
Dimensioner
234 x 156 x 8 mm
Vikt
218 g
Antal komponenter
1
Komponenter
1 Paperback / softback
ISBN
9783662518953
Dimensionality Reduction with Unsupervised Nearest Neighbors (häftad)

Dimensionality Reduction with Unsupervised Nearest Neighbors

Häftad Engelska, 2016-05-15
1399
Skickas inom 10-15 vardagar.
Fri frakt inom Sverige för privatpersoner.
Finns även som
Visa alla 2 format & utgåvor
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 reduction. Various UNN models are developed step by step, reaching from a simple iterative strategy for discrete latent spaces to a stochastic kernel-based algorithm for learning submanifolds with independent parameterizations. Extensions that allow the embedding of incomplete and noisy patterns are introduced. Various optimization approaches are compared, from evolutionary to swarm-based heuristics. Experimental comparisons to related methodologies taking into account artificial test data sets and also real-world data demonstrate the behavior of UNN in practical scenarios. The book contains numerous color figures to illustrate the introduced concepts and to highlight the experimental results.
Visa hela texten

Passar bra ihop

  1. Dimensionality Reduction with Unsupervised Nearest Neighbors
  2. +
  3. Machine Learning for Evolution Strategies

De som köpt den här boken har ofta också köpt Machine Learning for Evolution Strategies av Oliver Kramer (häftad).

Köp båda 2 för 2938 kr

Kundrecensioner

Har du läst boken? Sätt ditt betyg »

Fler böcker av Oliver Kramer

Recensioner i media

From the reviews: "The book provides an overview of the author's work on dimensionality reduction using unsupervised nearest neighbors. ... this book is primarily of interest to scholars who want to learn more about Prof. Kramer's research on dimensionality reduction." (Laurens van der Maaten, zbMATH, Vol. 1283, 2014)

Innehållsförteckning

Part I Foundations.- Part II Unsupervised Nearest Neighbors.- Part III Conclusions.