MARC details
| 000 -LEADER |
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| fixed length control field |
03242dam a2200373 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
0000063743 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
0001 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
140409t20132013flua b 001 0 eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9781439857922 (hardback) |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
DLC |
| Language of cataloging |
eng |
| Transcribing agency |
DLC |
| Description conventions |
rda |
| Modifying agency |
DLC |
| 042 ## - AUTHENTICATION CODE |
|---|
| Authentication code |
pcc |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
519.6 |
| Edition number |
23 |
| 084 ## - OTHER CLASSIFICATION NUMBER |
|---|
| Classification number |
519.6 |
| Item number |
DEN-S |
| Number source |
bisacsh |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Deng, Naiyang. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Support vector machines |
| Medium |
[Book] : |
| Remainder of title |
optimization based theory, algorithms, and extensions / |
| Statement of responsibility, etc. |
Naiyang Deng, Yingjie Tian, Chunhua Zhang. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
Boca Raton : |
| Name of publisher, distributor, etc. |
CRC Press, Taylor & Francis Group, |
| Date of publication, distribution, etc. |
2013. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Boca Raton : |
| Name of producer, publisher, distributor, manufacturer |
CRC Press, Taylor & Francis Group, |
| Date of production, publication, distribution, manufacture, or copyright notice |
[2013] |
|
|---|
| Date of production, publication, distribution, manufacture, or copyright notice |
Ã2013 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxvii, 335 p. : |
| Other physical details |
ill. ; |
| Dimensions |
24 cm. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
unmediated |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
volume |
| Source |
rdacarrier |
| 440 #0 - SERIES STATEMENT/ADDED ENTRY--TITLE |
|---|
| Title |
Chapman & Hall/CRC data mining and knowledge discovery series |
| 490 0# - SERIES STATEMENT |
|---|
| Series statement |
Chapman & Hall/CRC data mining and knowledge discovery series |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references (pages 299-313) and index. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
"Preface Support vector machines (SVMs), which were introduced by Vapnik in the early 1990s, are proved effective and promising techniques for data mining. SVMs have recently been breakthroughs in advance in their theoretical studies and implementations of algorithms. They have been successfully applied in many fields such as text categorization, speech recognition, remote sensing image analysis, time series forecasting, information security and etc. SVMs, having their roots in Statistical Learning Theory (SLT) and optimization methods, become powerful tools to solve the problems of machine learning with finite training points and to overcome some traditional difficulties such as the "curse of dimensionality", "over-fitting" and etc. SVMs theoretical foundation and implementation techniques have been established and SVMs are gaining quick development and popularity due to their many attractive features: nice mathematical representations, geometrical explanations, good generalization abilities and promising empirical performance. Some SVM monographs, including more sophisticated ones such as Cristianini & Shawe-Taylor [39] and Scholkopf & Smola [124], have been published. We have published two books about SVMs in Science Press of China since 2004 [42, 43], which attracted widespread concerns and received favorable comments. After several years research and teaching, we decide to rewrite the books and add new research achievements. The starting point and focus of the book is optimization theory, which is different from other books on SVMs in this respect. Optimization is one of the pillars on which SVMs are built, so it makes a lot of sense to consider them from this point of view"-- |
| Assigning source |
Provided by publisher. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Mathematical optimization. |
|
|---|
| Topical term or geographic name entry element |
BUSINESS & ECONOMICS / Operations Research. |
| Source of heading or term |
bisacsh. |
|
|---|
| Topical term or geographic name entry element |
BUSINESS & ECONOMICS / Statistics. |
| Source of heading or term |
bisacsh. |
|
|---|
| Topical term or geographic name entry element |
COMPUTERS / Machine Theory. |
| Source of heading or term |
bisacsh. |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Tian, Yingjie, |
| Dates associated with a name |
1973- |
|
|---|
| Personal name |
Zhang, Chunhua, |
| Dates associated with a name |
1978- |
| 852 ## - LOCATION |
|---|
| Accession No. |
47332 |
| -- |
9696.00 |
| Former shelving location |
Books |
