Nonlinear Dimensionality Reduction by Lee John (29 results)
Language: English
Published by Springer (edition 2007), 2007
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Language: English
Published by Springer, 2007
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Hardcover. Condition: new. Hardcover. Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. Traditional methods like principal component analysis and classical metric multidimensional scaling suffer from being based on linear models. Until recently, very few methods wer…e able to reduce the data dimensionality in a nonlinear way. However, since the late nineties, many new methods have been developed and nonlinear dimensionality reduction, also called manifold learning, has become a hot topic. New advances that account for this rapid growth are, e.g. the use of graphs to represent the manifold topology, and the use of new metrics like the geodesic distance. In addition, new optimization schemes, based on kernel techniques and spectral decomposition, have lead to spectral embedding, which encompasses many of the recently developed methods. 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 psychometry) and economists. However, since the late nineties, many new methods have been developed and nonlinear dimensionality reduction, also called manifold learning, has become a hot topic. 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability.
Language: English
Published by Springer, 2007
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Language: English
Published by Springer, 2007
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Language: English
Published by Springer, 2007
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Language: English
Published by Springer, 2010
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Language: English
Published by Springer, 2007
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Language: English
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Published by Springer, 2007
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Condition: New. pp. xviii + 310 1st Edition.
Language: English
Published by Springer, 2007
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Condition: New. pp. xviii + 310 Illus.
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Published by Springer, 2010
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Taschenbuch. Condition: Neu. Nonlinear Dimensionality Reduction | John A. Lee (u. a.) | Taschenbuch | Information Science and Statistics | xvii | Englisch | 2010 | Springer | EAN 9781441922885 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com…| Anbieter: preigu.
Language: English
Published by Springer, 2010
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Language: English
Published by Springer, 2010
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Language: English
Published by Springer Verlag, 2008
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Hardcover. Condition: Brand New. 1st edition. 308 pages. 9.50x6.25x1.00 inches. In Stock.
Language: English
Published by Springer-Verlag New York Inc., New York, NY, 2007
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Hardcover. Condition: new. Hardcover. Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. Traditional methods like principal component analysis and classical metric multidimensional scaling suffer from being based on linear models. Until recently, very few methods wer…e able to reduce the data dimensionality in a nonlinear way. However, since the late nineties, many new methods have been developed and nonlinear dimensionality reduction, also called manifold learning, has become a hot topic. New advances that account for this rapid growth are, e.g. the use of graphs to represent the manifold topology, and the use of new metrics like the geodesic distance. In addition, new optimization schemes, based on kernel techniques and spectral decomposition, have lead to spectral embedding, which encompasses many of the recently developed methods. 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 psychometry) and economists. However, since the late nineties, many new methods have been developed and nonlinear dimensionality reduction, also called manifold learning, has become a hot topic. 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. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.
Language: English
Published by Springer, 2010
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Language: English
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Hardcover. Condition: Brand New. 1st edition. 308 pages. 9.50x6.25x1.00 inches. In Stock. This item is printed on demand.
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Published by Springer New York Dez 2007, 2007
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Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. Traditional methods like principal component analysis and classical metric multidimensional scaling suffer from being based o…n linear models. Until recently, very few methods were able to reduce the data dimensionality in a nonlinear way. However, since the late nineties, many new methods have been developed and nonlinear dimensionality reduction, also called manifold learning, has become a hot topic. New advances that account for this rapid growth are, e.g. the use of graphs to represent the manifold topology, and the use of new metrics like the geodesic distance. In addition, new optimization schemes, based on kernel techniques and spectral decomposition, have lead to spectral embedding, which encompasses many of the recently developed methods. 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 psychometry) and economists. 309 pp. Englisch.
Language: English
Published by Springer New York, 2010
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Covers a wide range of methods to reduce the dimensionality of data and presents a unifying point of viewThis book describes existing and advanced methods to reduce the dimensionality of numerical databases. For each…method, the description start.
Language: English
Published by Springer New York, 2007
Series: Information Science and Statistics, Book 7 of 20. Book 7 of 20 - Information Science and Statistics
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Covers a wide range of methods to reduce the dimensionality of data and presents a unifying point of viewThis book describes existing and advanced methods to reduce the dimensionality of numerical databases. For each…method, the description start.
Language: English
Published by Springer-Verlag New York Inc., 2010
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Condition: New. Print on Demand pp. xviii + 310 8 Illus.
Language: English
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Language: English
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