Kernel methods for pattern analysis / (Record no. 121126)
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000 -LEADER | |
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fixed length control field | 02194nam a22003618i 4500 |
001 - CONTROL NUMBER | |
control field | CR9780511809682 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | UkCbUP |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20201015164226.0 |
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
fixed length control field | m|||||o||d|||||||| |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
fixed length control field | cr|||||||||||| |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 101021s2004||||enk o ||1 0|eng|d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780511809682 (ebook) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
Canceled/invalid ISBN | 9780521813976 (hardback) |
040 ## - CATALOGING SOURCE | |
Original cataloging agency | UkCbUP |
Language of cataloging | eng |
Description conventions | rda |
Transcribing agency | |
050 00 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | Q325.5 |
Item number | .S475 2004 |
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.3/1 |
Edition number | 22 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Shawe-Taylor, John, |
Relator term | author. |
245 10 - TITLE STATEMENT | |
Title | Kernel methods for pattern analysis / |
Statement of responsibility, etc. | John Shawe-Taylor, Nello Cristianini. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Place of production, publication, distribution, manufacture | Cambridge : |
Name of producer, publisher, distributor, manufacturer | Cambridge University Press, |
Date of production, publication, distribution, manufacture, or copyright notice | 2004. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 1 online resource (xiv, 462 pages) : |
Other physical details | digital, PDF file(s). |
336 ## - CONTENT TYPE | |
Content type term | text |
Content type code | txt |
Source | rdacontent |
337 ## - MEDIA TYPE | |
Media type term | computer |
Media type code | c |
Source | rdamedia |
338 ## - CARRIER TYPE | |
Carrier type term | online resource |
Carrier type code | cr |
Source | rdacarrier |
500 ## - GENERAL NOTE | |
General note | Title from publisher's bibliographic system (viewed on 05 Oct 2015). |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Kernel methods provide a powerful and unified framework for pattern discovery, motivating algorithms that can act on general types of data (e.g. strings, vectors or text) and look for general types of relations (e.g. rankings, classifications, regressions, clusters). The application areas range from neural networks and pattern recognition to machine learning and data mining. This book, developed from lectures and tutorials, fulfils two major roles: firstly it provides practitioners with a large toolkit of algorithms, kernels and solutions ready to use for standard pattern discovery problems in fields such as bioinformatics, text analysis, image analysis. Secondly it provides an easy 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. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Machine learning. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Algorithms. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Kernel functions. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Pattern perception |
General subdivision | Data processing. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Cristianini, Nello, |
Relator term | author. |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Relationship information | Print version: |
International Standard Book Number | 9780521813976 |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | <a href="https://doi.org/10.1017/CBO9780511809682">https://doi.org/10.1017/CBO9780511809682</a> |
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