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.
The Resource
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.
- 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
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