MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02994nam a22003017a 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
sulbI000734 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
BD-SySUS |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20160524091536.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
160524s2012 nyua 001 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781461432227 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
DLC |
| Language of cataloging |
eng |
| Transcribing agency |
DLC |
| Description conventions |
rda |
| Modifying agency |
DLC |
| -- |
BD-SySUS |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
005.741 |
| Edition number |
23 |
| Item number |
AGM |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Aggarwal, Charu C. |
| 9 (RLIN) |
24875 |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Mining text data / |
| Statement of responsibility, etc. |
Charu C. Aggarwal, ChengXiang Zhai |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc. |
New York : |
| Name of publisher, distributor, etc. |
Springer, |
| Date of publication, distribution, etc. |
c2012. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xi, 522 p. : |
| Other physical details |
illustrations (some color) ; |
| Dimensions |
26 cm. |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Includes index. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
"Comprehensive Coverage of the Entire Area of ClassificationResearch on the problem of classification tends to be fragmented across such areas as pattern recognition, database, data mining, and machine learning. Addressing the work of these different communities in a unified way, Data Classification: Algorithms and Applications explores the underlying algorithms of classification as well as applications of classification in a variety of problem domains, including text, multimedia, social network, and biological data.This comprehensive book focuses on three primary aspects of data classification:MethodsThe book first describes common techniques used for classification, including probabilistic methods, decision trees, rule-based methods, instance-based methods, support vector machine methods, and neural networks. DomainsThe book then examines specific methods used for data domains such as multimedia, text, time-series, network, discrete sequence, and uncertain data. It also covers large data sets and data streams due to the recent importance of the big data paradigm. VariationsThe book concludes with insight on variations of the classification process. It discusses ensembles, rare-class learning, distance function learning, active learning, visual learning, transfer learning, and semi-supervised learning as well as evaluation aspects of classifiers"-- |
|
|---|
| Summary, etc. |
"This book homes in on three primary aspects of data classification: the core methods for data classification including probabilistic classification, decision trees, rule-based methods, and SVM methods; different problem domains and scenarios such as multimedia data, text data, biological data, categorical data, network data, data streams and uncertain data: and different variations of the classification problem such as ensemble methods, visual methods, transfer learning, semi-supervised methods and active learning. These advanced methods can be used to enhance the quality of the underlying classification results"-- |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
File organization (Computer science) |
| 9 (RLIN) |
16478 |
|
|---|
| Topical term or geographic name as entry element |
Categories (Mathematics) |
| 9 (RLIN) |
24876 |
|
|---|
| Topical term or geographic name as entry element |
Algorithms. |
| 9 (RLIN) |
16845 |
|
|---|
| Topical term or geographic name as entry element |
BUSINESS & ECONOMICS / Statistics. |
| Source of heading or term |
bisacsh |
| 9 (RLIN) |
24877 |
|
|---|
| Topical term or geographic name as entry element |
COMPUTERS / Database Management / Data Mining. |
| Source of heading or term |
bisacsh |
| 9 (RLIN) |
24878 |
|
|---|
| Topical term or geographic name as entry element |
COMPUTERS / Machine Theory. |
| Source of heading or term |
bisacsh |
| 9 (RLIN) |
24879 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Zhai, ChengXiang |
| 9 (RLIN) |
24880 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
Books |
