Opinion analysis for online reviews

著者

書誌事項

Opinion analysis for online reviews

Yuming Lin, Xiaoling Wang, Aoying Zhou

(East China Normal University scientific reports, v. 4)

World Scientific, c2016

  • : hc

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注記

Includes bibliographical references (p. 99-108) and index

収録内容

  • Introduction
  • Related works
  • Preliminaries
  • Terms : sentiment-based review opinion analysis
  • Multiple classifier system for opinion analysis
  • Optimization of base classifier selection
  • Opinion spam detection
  • Conclusions

内容説明・目次

内容説明

This book provides a comprehensive introduction on opinion analysis for online reviews. It offers the newest research on opinion mining, including theories, algorithms and datasets. A new feature presentation method is highlighted for sentiment classification. Then, a three-phase framework for sentiment classification is proposed, where a set of sentiment classifiers are selected automatically to make predictions. Such predictions are integrated via ensemble learning. Finally, to solve the problem of combination explosion encountered, a greedy algorithm is devised to select the base classifiers.

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