Preface | p. xi |
Introduction to Information Retrieval Systems | p. 1 |
Definition of Information Retrieval System | p. 2 |
Objectives of Information Retrieval Systems | p. 4 |
Functional Overview | p. 10 |
Item Normalization | p. 10 |
Selective Dissemination of Information | p. 16 |
Document Database Search | p. 18 |
Index Database Search | p. 18 |
Multimedia Database Search | p. 20 |
Relationship to Database Management Systems | p. 20 |
Digital Libraries and Data Warehouses | p. 21 |
Summary | p. 24 |
Information Retrieval System Capabilities | p. 27 |
Search Capabilities | p. 28 |
Boolean Logic | p. 29 |
Proximity | p. 30 |
Contiguous Word Phrases | p. 31 |
Fuzzy Searches | p. 32 |
Term Masking | p. 32 |
Numeric and Date Ranges | p. 33 |
Concept and Thesaurus Expansions | p. 34 |
Natural Language Queries | p. 36 |
Multimedia Queries | p. 37 |
Browse Capabilities | p. 38 |
Ranking | p. 38 |
Zoning | p. 40 |
Highlighting | p. 40 |
Miscellaneous Capabilities | p. 41 |
Vocabulary Browse | p. 41 |
Iterative Search and Search History Log | p. 42 |
Canned Query | p. 43 |
Multimedia | p. 43 |
Z39.50 and WAIS Standards | p. 44 |
Summary | p. 47 |
Cataloging and Indexing | p. 51 |
History and Objectives of Indexing | p. 52 |
History | p. 52 |
Objectives | p. 54 |
Indexing Process | p. 56 |
Scope of Indexing | p. 57 |
Precoordination and Linkages | p. 58 |
Automatic Indexing | p. 58 |
Indexing by Term | p. 61 |
Indexing by Concept | p. 63 |
Multimedia Indexing | p. 64 |
Information Extraction | p. 65 |
Summary | p. 68 |
Data Structure | p. 71 |
Introduction to Data Structure | p. 72 |
Stemming Algorithms | p. 73 |
Introduction to the Stemming Process | p. 74 |
Porter Stemming Algorithm | p. 75 |
Dictionary Look-up Stemmers | p. 77 |
Successor Stemmers | p. 78 |
Conclusions | p. 80 |
Inverted File Structure | p. 82 |
N-Gram Data Structures | p. 85 |
History | p. 86 |
N-Gram Data Structure | p. 87 |
PAT Data Structure | p. 88 |
Signature File Structure | p. 93 |
Hypertext and XML Data Structures | p. 94 |
Definition of Hypertext Structure | p. 95 |
Hypertext History | p. 97 |
XML | p. 98 |
Hidden Markov Models | p. 99 |
Summary | p. 102 |
Automatic Indexing | p. 105 |
Classes of Automatic Indexing | p. 105 |
Statistical Indexing | p. 108 |
Probabilistic Weighting | p. 108 |
Vector Weighting | p. 111 |
Simple Term Frequency Algorithm | p. 113 |
Inverse Document Frequency | p. 116 |
Signal Weighting | p. 117 |
Discrimination Value | p. 119 |
Problems With Weighting Schemes | p. 120 |
Problems With the Vector Model | p. 121 |
Bayesian Model | p. 122 |
Natural Language | p. 123 |
Index Phrase Generation | p. 125 |
Natural Language Processing | p. 128 |
Concept Indexing | p. 130 |
Hypertext Linkages | p. 132 |
Summary | p. 135 |
Document and Term Clustering | p. 139 |
Introduction to Clustering | p. 140 |
Thesaurus Generation | p. 143 |
Manual Clustering | p. 144 |
Automatic Term Clustering | p. 145 |
Complete Term Relation Method | p. 146 |
Clustering Using Existing Clusters | p. 151 |
One Pass Assignments | p. 153 |
Item Clustering | p. 154 |
Hierarchy of Clusters | p. 156 |
Summary | p. 160 |
User Search Techniques | p. 165 |
Search Statements and Binding | p. 166 |
Similarity Measures and Ranking | p. 167 |
Similarity Measures | p. 168 |
Hidden Markov Model Techniques | p. 173 |
Ranking Algorithms | p. 174 |
Relevance Feedback | p. 175 |
Selective Dissemination of Information Search | p. 179 |
Weighted Searches of Boolean Systems | p. 186 |
Searching the Internet and Hypertext | p. 191 |
Summary | p. 194 |
Information Visualization | p. 199 |
Introduction to Information Visualization | p. 200 |
Cognition and Perception | p. 203 |
Background | p. 203 |
Aspects of Visualization Process | p. 204 |
Information Visualization Technologies | p. 208 |
Summary | p. 218 |
Text Search Algorithms | p. 221 |
Introduction to Text Search Techniques | p. 221 |
Software Text Search Algorithms | p. 225 |
Hardware Text Search Systems | p. 233 |
Summary | p. 238 |
Multimedia Information Retrieval | p. 241 |
Spoken Language Audio Retrieval | p. 242 |
Non-Speech Audio Retrieval | p. 244 |
Graph Retrieval | p. 245 |
Imagery Retrieval | p. 246 |
Video Retrieval | p. 249 |
Summary | p. 255 |
Information System Evaluation | p. 257 |
Introduction to Information System Evaluation | p. 257 |
Measures Used in System Evaluations | p. 260 |
Measurement Example - TREC Results | p. 267 |
Summary | p. 278 |
References | p. 281 |
Subject Index | p. 313 |
Table of Contents provided by Syndetics. All Rights Reserved. |