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Text Data Mining

Authors: Zong, Chengqing, Xia, Rui, Zhang, Jiajun

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  • Focuses on text data mining from an NLP perspective
  • Offers a rich blend of fundamental theories, key techniques and predominant applications
  • Presents the latest advances in the field of text data mining
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eBook $79.99
price for USA in USD
  • ISBN 978-981-16-0100-2
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $99.99
price for USA in USD
  • ISBN 978-981-16-0099-9
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
About this Textbook

This book discusses various aspects of text data mining. Unlike other books that focus on machine learning or databases, it approaches text data mining from a natural language processing (NLP) perspective.

The book offers a detailed introduction to the fundamental theories and methods of text data mining, ranging from pre-processing (for both Chinese and English texts), text representation and feature selection, to text classification and text clustering. It also presents the predominant applications of text data mining, for example, topic modeling, sentiment analysis and opinion mining, topic detection and tracking, information extraction, and automatic text summarization. Bringing all the related concepts and algorithms together, it offers a comprehensive, authoritative and coherent overview.  

Written by three leading experts, it is valuable both as a textbook and as a reference resource for students, researchers and practitioners interested in text data mining. It can also be used for classes on text data mining or NLP.


About the authors

Chengqing Zong is a Professor at the National Laboratory of Pattern Recognition (NLPR), Institute of Automation, Chinese Academy of Sciences (CASIA) and an adjunct professor in the School of Artificial Intelligence at University (SAIU) of Chinese Academy of Sciences (UCAS). He authored the book “Statistical Natural Language Processing” (which is in Chinese, sold more than 32K copies), and has published more than 200 papers on machine translation, natural language processing and cognitive linguistics. He served as the chairs for numerous prestigious conferences, such as ACL, COLING,  AAAI and IJCAI , and has served as an associate editor for journals such as ACM TALLIP and ACTA Automatic Sinica, and as an editorial board member for journals including IEEE Intelligent Systems, Journal of Comput. Sci. & Tech. and Machine Translation. He is currently the President of the Asian Federation of Natural Language Processing (AFNLP) and a member of International Committee on Computational Linguistics (ICCL).

Rui Xia is a Professor at the School of Computer Science and Engineering, Nanjing University of Science and Technology, China. He has published more than 50 papers in high-quality journals and top-tiered conferences in the field of natural language processing and text data mining. He serves as area chair and senior program committee  member for several top conferences, such as EMNLP, COLING, IJCAI, AAAI. He received the outstanding paper award of ACL 2019, and the Distinguished  Young Scholar award from the Natural Science Foundation of Jiangsu Province, China in 2020..

Jiajun Zhang is a Professor at NLPR, CASIA and an adjunct professor in the SAIU of UCAS. He has published more than 80 conference papers and journal articles on natural language processing and text mining, and received 5 best paper awards. He served as the area chair or on the senior program committees for several top conferences, such as ACL, EMNLP, COLING, AAAI and IJCAI. He is the deputy director of China’s Machine Translation Technical Committee of the Chinese Information Processing Society of China.  He received Qian Wei-Chang Science and Technology Award of Chinese Information Processing and CIPS Hanvon Youth Innovation Award. He was supported by the Elite Scientists Sponsorship Program of China Association for Science and Technology (CAST).


Table of contents (11 chapters)

Table of contents (11 chapters)

Buy this book

eBook $79.99
price for USA in USD
  • ISBN 978-981-16-0100-2
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $99.99
price for USA in USD
  • ISBN 978-981-16-0099-9
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
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Bibliographic Information

Bibliographic Information
Book Title
Text Data Mining
Authors
Copyright
2021
Publisher
Springer Singapore
Copyright Holder
Tsinghua University Press
Distribution Rights
Distribution rights for print book in mainland China: Tsinghua University Press
eBook ISBN
978-981-16-0100-2
DOI
10.1007/978-981-16-0100-2
Hardcover ISBN
978-981-16-0099-9
Edition Number
1
Number of Pages
XXI, 351
Number of Illustrations
207 b/w illustrations, 7 illustrations in colour
Additional Information
Jointly published with Tsinghua University Press, Beijing, China
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