000 -LEADER |
fixed length control field |
02284nam a22003377a 4500 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
CITU |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20231013165259.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
210105b ||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9780511809682 |
040 ## - CATALOGING SOURCE |
Original cataloging agency |
CITU LRAC |
Language of cataloging |
English |
041 ## - LANGUAGE CODE |
Language code of text/sound track or separate title |
eng. |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
006.3 Sh288 2011 |
100 1# - MAIN ENTRY--PERSONAL NAME |
Preferred name for the person |
Shawe-Taylor, John. |
245 ## - TITLE STATEMENT |
Title |
Kernel methods for pattern analysis / |
Statement of responsibility, etc |
John Shawe-Taylor, Nello Cristianini. |
264 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
Place of publication, distribution, etc |
Cambridge |
Name of publisher, distributor, etc |
Cambridge University Press |
Date of publication, distribution, etc |
2011 |
300 ## - PHYSICAL DESCRIPTION |
Extent |
1 online resource (xiv, 462 pages) : |
Other physical details |
illustrations ; |
336 ## - CONTENT TYPE |
Source |
rdacontent |
Content type term |
text |
Content type code |
txt |
337 ## - MEDIA TYPE |
Source |
rdamedia |
Media type term |
computer |
Media type code |
c |
338 ## - CARRIER TYPE |
Source |
rdacarrier |
Carrier type term |
online resource |
Carrier type code |
cr |
505 ## - CONTENTS |
Formatted contents note |
Preface<br/>Part I. Basic Concepts: 1. Pattern analysis<br/>2. Kernel methods: an overview<br/>3. Properties of kernels<br/>4. Detecting stable patterns<br/>Part II. Pattern Analysis Algorithms: 5. Elementary algorithms in feature space<br/>6. Pattern analysis using eigen-decompositions<br/>7. Pattern analysis using convex optimisation<br/>8. Ranking, clustering and data visualisation<br/>Part III. Constructing Kernels: 9. Basic kernels and kernel types<br/>10. Kernels for text<br/>11. Kernels for structured data: strings, trees, etc.<br/>12. Kernels from generative models<br/>Part IV. Appendices<br/>Appendix A. Proof omitted from the main text<br/>Appendix B. Notational conventions<br/>Appendix C. List of pattern analysis methods<br/>Appendix D. List of kernels<br/>Bibliography<br/>Index. |
520 ## - SUMMARY, ETC. |
Summary, etc |
The kernel functions methodology described here provides a powerful and unified framework for disciplines ranging from neural networks and pattern recognition to machine learning and data mining. This book provides practitioners with a large toolkit of algorithms, kernels and solutions ready to be implemented, suitable for standard pattern discovery problems. |
526 ## - STUDY PROGRAM INFORMATION NOTE |
-- |
000-099 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Machine learning. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Algorithms. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Kernel functions. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Pattern perception |
General subdivision |
Data processing. |
655 #0 - INDEX TERM--GENRE/FORM |
Genre/form data or focus term |
Electronic books. |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Cristianini, Nello. |
856 ## - ELECTRONIC LOCATION AND ACCESS |
Link text |
Full text is available at Cambridge University Press Click here to view |
Uniform Resource Identifier |
https://www.cambridge.org/core/books/kernel-methods-for-pattern-analysis/811462F4D6CD6A536A05127319A8935A |
942 ## - ADDED ENTRY ELEMENTS |
Source of classification or shelving scheme |
|
Item type |
EBOOK |
Call number prefix |
006.3 Sh288 2011 |