Nonlinear dimensionality reduction

Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. This book describes the methods to reduce the dimensionality of numerical databases. For each method, the description starts from intuitive ideas, develops the mathematical details, and...

Descripción completa

Detalles Bibliográficos
Autores principales: Lee, John A, Verleysen, Michel
Lenguaje:eng
Publicado: Springer 2007
Materias:
Mathematical Physics and Mathematics
Acceso en línea:http://cds.cern.ch/record/1992010
_version_ 1780945798204227584
author Lee, John A
Verleysen, Michel
author_facet Lee, John A
Verleysen, Michel
author_sort Lee, John A
collection CERN
description Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. This book describes the methods to reduce the dimensionality of numerical databases. For each method, the description starts from intuitive ideas, develops the mathematical details, and ends by outlining the algorithmic implementation.
id cern-1992010
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2007
publisher Springer
record_format invenio
spelling cern-19920102021-04-21T20:27:46Zhttp://cds.cern.ch/record/1992010engLee, John AVerleysen, MichelNonlinear dimensionality reductionMathematical Physics and MathematicsMethods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. This book describes the methods to reduce the dimensionality of numerical databases. For each method, the description starts from intuitive ideas, develops the mathematical details, and ends by outlining the algorithmic implementation.Springeroai:cds.cern.ch:19920102007
spellingShingle Mathematical Physics and Mathematics
Lee, John A
Verleysen, Michel
Nonlinear dimensionality reduction
title Nonlinear dimensionality reduction
title_full Nonlinear dimensionality reduction
title_fullStr Nonlinear dimensionality reduction
title_full_unstemmed Nonlinear dimensionality reduction
title_short Nonlinear dimensionality reduction
title_sort nonlinear dimensionality reduction
topic Mathematical Physics and Mathematics
url http://cds.cern.ch/record/1992010
work_keys_str_mv AT leejohna nonlineardimensionalityreduction
AT verleysenmichel nonlineardimensionalityreduction

Ejemplares similares