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Topic Modeling: Advanced Techniques and Applications

Topic Modeling: Advanced Techniques and Applications

Hardcover

Series: Machine Learning: Foundations, Methodologies, and Applications

General ComputersProbability & Statistics

ISBN10: 9819688523
ISBN13: 9789819688524
Publisher: Springer
Published: Jul 22 2025
Pages: 188
Weight: 1.02
Height: 0.50 Width: 6.14 Depth: 9.21
Language: English
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, particularly in social media data.

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General Computers