Text data mining / Chengqing Zong, Rui Xia, Jiajun Zhang.

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 m...

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Bibliographic Details
Main Authors: Zong, Chengqing (Author), Xia, Rui (Author), Zhang, Jiajun (Author)
Format: eBook
Language:English
Published: Singapore : Springer, [2021]
Subjects:
Online Access:Click for online access
Table of Contents:
  • Chapter 1. Introduction
  • Chapter 2. Data Annotation and Preprocessing
  • Chapter 3. Text Representation
  • Chapter 4. Text Representation with Pretraining and Fine-tuning
  • Chapter 5. Text classification
  • Chapter 6. Text Clustering
  • Chapter 7. Topic Model
  • Chapter 8. Sentiment Analysis and Opinion Mining
  • Chapter 9. Topic Detection and Tracking
  • Chapter 10. Information Extraction
  • Chapter 11. Automatic Text Summarization.