Modern Information Retrieval
2. Modeling


Contents

  1. Introduction
  2. A Taxonomy of Information Retrieval Models
  3. Retrieval: Ad Hoc and Filtering
  4. A Formal Characterization of IR Models
  5. Classic Information Retrieval
    1. Basic Concepts
    2. Boolean Model
    3. Vector Model
    4. Probabilistic Model
    5. Brief Comparison of Classic Models
  6. Alternative Set Theoretic Models
    1. Fuzzy Set Model
    2. Extended Boolean Model
  7. Alternative Algebraic Models
    1. Generalized Vector Space Model
    2. Latent Semantic Indexing Model
    3. Neural Network Model
  8. Alternative Probabilistic Models
    1. Bayesian Networks
    2. Inference Network Model
    3. Belief Network Model
    4. Comparison of Bayesian Network Models
    5. Computational Costs of Bayesian Networks
    6. On the Impact of Bayesian Network Models
  9. Structured Text Retrieval Models
    1. Model Based on Non-Overlapping Lists
    2. Model Based on Proximal Nodes
  10. Models for Browsing
    1. Flat Browsing
    2. Structure Guided Browsing
    3. The Hypertext Model
  11. Trends and Research Issues
  12. Bibliographic Discussion


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