Topic Modeling by Yanghui Rao - ISBN: 9789819688524
Hardcover
Uncover hidden themes, track changes, and tame noisy text data.

Topic Modeling

Advanced Techniques and Applications

$457.62

  • Hardcover

    188 pages

  • Release Date

    22 July 2025

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Summary

As a well-known text mining tool, topic modeling can effectively discover the latent semantic structure of text data. Extracting topics from documents is also one of the fundamental challenges in natural language processing. Although topic models have seen significant achievements over the past three decades, there remains a scarcity of methods that effectively model temporal aspect. Moreover, many contemporary topic models continue to grapple with the issue of noise contamination, particular…

Book Details

ISBN-13:9789819688524
ISBN-10:9819688523
Author:Yanghui Rao, Qing Li
Publisher:Springer Nature Switzerland AG
Imprint:Springer Nature Switzerland AG
Format:Hardcover
Number of Pages:188
Release Date:22 July 2025
Dimensions:235mm x 155mm
Series:Machine Learning: Foundations, Methodologies, and Applications
About The Author

Yanghui Rao

Yanghui Rao obtained his bachelor’s degree from the Central China Normal University in Wuhan, China; a master’s degree from the Graduate University of the Chinese Academy of Science in Beijing, China; and a PhD degree from the City University of Hong Kong in the Hong Kong SAR. He is currently an associate professor at the School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China. Rao’s research has been published in prestigious journals and conferences, including IEEE Transactions on Knowledge and Data Engineering, ACM Transactions on Information Systems, IEEE Transactions on Cybernetics, IEEE Transactions on Neural Networks and Learning Systems, ACM Transactions on Knowledge Discovery from Data, ACL, IJCAI, EMNLP, NAACL, and COLING. His research interests lie in natural language processing and text mining, with a focus on topic modeling and unsupervised learning.

Qing Li earned his BEng. degree from Hunan University in Changsha, China, and MSc and PhD degrees in computer science from the University of Southern California in Los Angeles, USA. He is a chair professor at the Hong Kong Polytechnic University, a visiting professor at the Zhejiang University, a guest professor at the University of Science and Technology of China, and an adjunct professor of the Hunan University. Li’s research interests encompass multi-modal data modeling, multimedia retrieval and management, and e-learning systems. He has authored over 500 papers in the field and is an active member of the research community, serving as a journal reviewer, programme committee chair/co-chair, and as an organizer/co-organizer of various international conferences. Dr. Li is currently the chairman of the Hong Kong Web Society, a councilor of the Database Society of Chinese Computer Federation, and a steering committee member of the international WISE Society. He is a fellow of IEEE, AAIA, and IET.

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