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Cover: 9780521813976 | Kernel Methods for Pattern Analysis | John Shawe-Taylor (u. a.) | Buch
Rückseite: 9780521813976 | Kernel Methods for Pattern Analysis | John Shawe-Taylor (u. a.) | Buch
Cover: 9780521813976 | Kernel Methods for Pattern Analysis | John Shawe-Taylor (u. a.) | Buch
Rückseite: 9780521813976 | Kernel Methods for Pattern Analysis | John Shawe-Taylor (u. a.) | Buch
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Kernel Methods for Pattern Analysis
Buch von John Shawe-Taylor (u. a.)
Sprache: Englisch

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Beschreibung
This book provides professionals with a large selection of algorithms, kernels and solutions ready for implementation and suitable for standard pattern discovery problems in fields such as bioinformatics, text analysis and image analysis. It also serves as an introduction for students and researchers to the growing field of kernel-based pattern analysis, demonstrating with examples how to handcraft an algorithm or a kernel for a new specific application, and covering all the necessary conceptual and mathematical tools to do so.
This book provides professionals with a large selection of algorithms, kernels and solutions ready for implementation and suitable for standard pattern discovery problems in fields such as bioinformatics, text analysis and image analysis. It also serves as an introduction for students and researchers to the growing field of kernel-based pattern analysis, demonstrating with examples how to handcraft an algorithm or a kernel for a new specific application, and covering all the necessary conceptual and mathematical tools to do so.
Inhaltsverzeichnis
Preface; Part I. Basic Concepts: 1. Pattern analysis; 2. Kernel methods: an overview; 3. Properties of kernels; 4. Detecting stable patterns; Part II. Pattern Analysis Algorithms: 5. Elementary algorithms in feature space; 6. Pattern analysis using eigen-decompositions; 7. Pattern analysis using convex optimisation; 8. Ranking, clustering and data visualisation; Part III. Constructing Kernels: 9. Basic kernels and kernel types; 10. Kernels for text; 11. Kernels for structured data: strings, trees, etc.; 12. Kernels from generative models; Appendix A: proofs omitted from the main text; Appendix B: notational conventions; Appendix C: list of pattern analysis methods; Appendix D: list of kernels; References; Index.
Details
Erscheinungsjahr: 2014
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
ISBN-13: 9780521813976
ISBN-10: 0521813972
Sprache: Englisch
Einband: Gebunden
Autor: Shawe-Taylor, John
Cristianini, Nello
Hersteller: Cambridge University Press
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 250 x 175 x 30 mm
Von/Mit: John Shawe-Taylor (u. a.)
Erscheinungsdatum: 03.02.2014
Gewicht: 0,997 kg
Artikel-ID: 102373485
Inhaltsverzeichnis
Preface; Part I. Basic Concepts: 1. Pattern analysis; 2. Kernel methods: an overview; 3. Properties of kernels; 4. Detecting stable patterns; Part II. Pattern Analysis Algorithms: 5. Elementary algorithms in feature space; 6. Pattern analysis using eigen-decompositions; 7. Pattern analysis using convex optimisation; 8. Ranking, clustering and data visualisation; Part III. Constructing Kernels: 9. Basic kernels and kernel types; 10. Kernels for text; 11. Kernels for structured data: strings, trees, etc.; 12. Kernels from generative models; Appendix A: proofs omitted from the main text; Appendix B: notational conventions; Appendix C: list of pattern analysis methods; Appendix D: list of kernels; References; Index.
Details
Erscheinungsjahr: 2014
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
ISBN-13: 9780521813976
ISBN-10: 0521813972
Sprache: Englisch
Einband: Gebunden
Autor: Shawe-Taylor, John
Cristianini, Nello
Hersteller: Cambridge University Press
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 250 x 175 x 30 mm
Von/Mit: John Shawe-Taylor (u. a.)
Erscheinungsdatum: 03.02.2014
Gewicht: 0,997 kg
Artikel-ID: 102373485
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