• Abstract
  • Acknowledgements
  • Table of Contents
  • List of Tables
  • List of Figures
  • Introduction
    • Online Reviews: Electronic Marketing
    • The Problem Of Fake Reviews
    • Existing Approaches
    • Aims and Objectives
  • Related Work
    • Overview
    • Background Information
    • Text Based Features
    • Ensembles
  • Research Methodology
    • Overview
    • Research Questions
    • Data Collection and Pre-processing
    • Feature Engineering and Data Analysis
    • Use of Individual Feature Sets
    • Use of Combined Feature Sets
    • Ensemblement of Classifiers
    • Evaluation Metrics
    • Tools and Datasets Used
  • Feature Engineering
    • Overview
    • Stylometry
    • Readability
    • Syntactic Analysis
    • Sentiment Analysis
    • Lexical Semantics
    • Personality and Tone Analysis
    • Summary
  • Results with Individual Feature Sets
    • Overview
    • Individual Classifiers
    • Individual Classifiers and Ensemble Methods
    • Conclusions
  • Results with Combined Feature Sets
    • Overview
    • Individual Classifiers
    • Individual Classifiers and Ensemble Methods
    • Conclusions
  • Classifier Ensemblement
    • Overview
    • Classifiers that Use Only Individual Feature Sets
    • Classifier Selection Schemes
    • Classifiers That Use Only Combined Feature Sets
    • More Complex Ensembles
    • Conclusions
  • Accuracy And Diversity
    • Overview
    • The Winnowing Process
    • The Dynamics Between Accuracy And Diversity
    • Conclusions
  • Discussion
    • Overview
    • Data
    • Methodology
    • Experiments
    • Results
  • Conclusion
    • Main Findings
    • Suggestions for Further Work
  • Bibliography