The Resource Data classification : algorithms and applications, edited by Charu C. Aggarwal, IBM T.J. Watson Research Center, Yorktown Heights, New York, USA

Data classification : algorithms and applications, edited by Charu C. Aggarwal, IBM T.J. Watson Research Center, Yorktown Heights, New York, USA

Label
Data classification : algorithms and applications
Title
Data classification
Title remainder
algorithms and applications
Statement of responsibility
edited by Charu C. Aggarwal, IBM T.J. Watson Research Center, Yorktown Heights, New York, USA
Contributor
Editor
Subject
Language
eng
Member of
Cataloging source
NhCcYBP
Dewey number
005.74/1
Illustrations
  • illustrations
  • charts
Index
index present
LC call number
QA76.9.F5
LC item number
D38 2015
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Aggarwal, Charu C.
  • ProQuest (Firm)
Series statement
Chapman & Hall/CRC data mining and knowledge discovery series
http://library.link/vocab/subjectName
  • File organization (Computer science)
  • Categories (Mathematics)
  • Algorithms
Label
Data classification : algorithms and applications, edited by Charu C. Aggarwal, IBM T.J. Watson Research Center, Yorktown Heights, New York, USA
Link
https://ebookcentral.proquest.com/lib/ou/detail.action?docID=1563129
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
1. An introduction to data classification / Charu C. Aggarwal -- 2. Feature selection for classification : a review / Jiliang Tang, Salem Alelyani, and Huan Liu -- 3. Probabilistic models for classification / Hongbo Deng, Yizhou Sun, Yi Chang, and Jiawei Han -- 4. Decision trees : theory and algorithms / Victor E. Lee, Lin Liu, and Ruoming Jin -- 5. Rule-based classification / Xiao-Li Li and Bing Liu -- 6. Instance-based learning : a survey / Charu C. Aggarwal -- 7. Support vector machines / Po-Wei Wang and Chih-Jen Lin -- 8. Neural networks : a review / Alain Biem -- 9. A survey of stream classification algorithms / Charu C. Aggarwal -- 10. Big data classification / Hanghang Tong -- 11. Text classification / Charu C. Aggarwal and ChengXiang Zhai -- 12. Multimedia classification / Shiyu Chang, Wei Han, Xianming Liu, Ning Xu, Pooya Khorrami, and Thomas S. Huang -- 13. Time series data classification / Dimitrios Kotsakos and Dimitrios Gunopulos -- 14. Discrete sequence classification / Mohammad Al Hasan -- 15. Collective classification of network data / Ben London and Lise Getoor -- 16. Uncertain data classification / Reynold Cheng, Yixiang Fang, and Matthias Renz -- 17. Rare class learning / Charu C. Aggarwal -- 18. Distance metric learning for data classification / Fei Wang -- 19. Ensemble learning / Yaliang Li, Jing Gao, Qi Li, and Wei Fan -- 20. Semi-supervised learning / Kaushik Sinha -- 21. Transfer learning / Sinno Jialin Pan -- 22. Active learning : a survey / Charu C. Aggarwal, Xiangnan Kong, Quanquan Gu, Jiawei Han, and Philip S. Yu -- 23. Visual classification / Giorgio Maria Di Nunzio -- 24. Evaluation of classification methods / Nele Verbiest, Karel Vermeulen, and Ankur Teredesai -- 25. Educational and software resources for data classification / Charu C. Aggarwal
Extent
1 online resource.
Form of item
online
Isbn
9781466586758
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Reproduction note
Electronic reproduction.
Specific material designation
remote
System control number
(NhCcYBP)ybp11369466
Label
Data classification : algorithms and applications, edited by Charu C. Aggarwal, IBM T.J. Watson Research Center, Yorktown Heights, New York, USA
Link
https://ebookcentral.proquest.com/lib/ou/detail.action?docID=1563129
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
1. An introduction to data classification / Charu C. Aggarwal -- 2. Feature selection for classification : a review / Jiliang Tang, Salem Alelyani, and Huan Liu -- 3. Probabilistic models for classification / Hongbo Deng, Yizhou Sun, Yi Chang, and Jiawei Han -- 4. Decision trees : theory and algorithms / Victor E. Lee, Lin Liu, and Ruoming Jin -- 5. Rule-based classification / Xiao-Li Li and Bing Liu -- 6. Instance-based learning : a survey / Charu C. Aggarwal -- 7. Support vector machines / Po-Wei Wang and Chih-Jen Lin -- 8. Neural networks : a review / Alain Biem -- 9. A survey of stream classification algorithms / Charu C. Aggarwal -- 10. Big data classification / Hanghang Tong -- 11. Text classification / Charu C. Aggarwal and ChengXiang Zhai -- 12. Multimedia classification / Shiyu Chang, Wei Han, Xianming Liu, Ning Xu, Pooya Khorrami, and Thomas S. Huang -- 13. Time series data classification / Dimitrios Kotsakos and Dimitrios Gunopulos -- 14. Discrete sequence classification / Mohammad Al Hasan -- 15. Collective classification of network data / Ben London and Lise Getoor -- 16. Uncertain data classification / Reynold Cheng, Yixiang Fang, and Matthias Renz -- 17. Rare class learning / Charu C. Aggarwal -- 18. Distance metric learning for data classification / Fei Wang -- 19. Ensemble learning / Yaliang Li, Jing Gao, Qi Li, and Wei Fan -- 20. Semi-supervised learning / Kaushik Sinha -- 21. Transfer learning / Sinno Jialin Pan -- 22. Active learning : a survey / Charu C. Aggarwal, Xiangnan Kong, Quanquan Gu, Jiawei Han, and Philip S. Yu -- 23. Visual classification / Giorgio Maria Di Nunzio -- 24. Evaluation of classification methods / Nele Verbiest, Karel Vermeulen, and Ankur Teredesai -- 25. Educational and software resources for data classification / Charu C. Aggarwal
Extent
1 online resource.
Form of item
online
Isbn
9781466586758
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Reproduction note
Electronic reproduction.
Specific material designation
remote
System control number
(NhCcYBP)ybp11369466

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