Nonlinear dimensionality reduction

The Resource Nonlinear dimensionality reduction

Label

Nonlinear dimensionality reduction

Statement of responsibility

John A. Lee, Michel Verleysen

Language

eng

Summary

"This book describes existing and advanced methods to reduce the dimensionality of numerical databases. For each method, the description starts from intuitive ideas, develops the necessary mathematical details, and ends by outlining the algorithmic implementation. Methods are compared with each other with the help of different illustrative examples." "The purpose of the book is to summarize clear facts and ideas about well-known methods as well as recent developments in the topic of nonlinear dimensionality reduction. With this goal in mind, methods are all described from a unifying point of view, in order to highlight their respective strengths and shortcomings." "The book is primarily intended for statisticians, computer scientists and data analysts. It is also accessible to other practitioners having a basic background in statistics and/or computational learning, like psychologists (in psychometrics) and economists."--Jacket

Cataloging source

GW5XE

Dewey number

511.352

Illustrations

illustrations

Index

index present

Language note

English

LC call number

QA267.7

LC item number

.L44 2007eb

Literary form

non fiction

Nature of contents

dictionaries
bibliography

Series statement

Information science and statistics

Context

Context of Nonlinear dimensionality reduction

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Nonlinear dimensionality reduction

Resource Information

The work Nonlinear dimensionality reduction represents a distinct intellectual or artistic creation found in University of Missouri Libraries. This resource is a combination of several types including: Work, Language Material, Books.

Context

Work of

Nonlinear dimensionality reduction Resource Information The work Nonlinear dimensionality reduction represents a distinct intellectual or artistic creation found in University of Missouri Libraries. This resource is a combination of several types including: Work, Language Material, Books.

Context

Work of

Nonlinear dimensionality reduction

Resource Information

The work Nonlinear dimensionality reduction represents a distinct intellectual or artistic creation found in University of Missouri Libraries. This resource is a combination of several types including: Work, Language Material, Books.