Pattern Detection and Discovery: ESF Exploratory Workshop, London, UK, September 16-19, 2002. / Edition 1

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Overview

This book constitutes the refereed proceedings of an international workshop on Pattern Detection and Discovery organized by the European Science Foundation in London, UK in September 2002. The 17 revised full papers presented were carefully selected and reviewed for inclusion in this state-of-the-art book. Six papers present an introduction and general issues in the emerging field. Four papers are devoted to association rules. Four papers deal with various aspects of text mining and Web mining, and three papers explore advanced applications.

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Product Details

Table of Contents

Pattern Detection and Discovery 1
Detecting Interesting Instances 13
Complex Data: Mining Using Patterns 24
Determining Hit Rate in Pattern Search 36
An Unsupervised Algorithm for Segmenting Categorical Timeseries into Episodes 49
If You Can't See the Pattern, Is It There? 63
Dataset Filtering Techniques in Constraint-Based Frequent Pattern Mining 77
Concise Representations of Association Rules 92
Constraint-Based Discovery and Inductive Queries: Application to Association Rule Mining 110
Relational Association Rules: Getting WARMeR 125
Mining Text Data: Special Features and Patterns 140
Modelling and Incorporating Background Knowledge in the Web Mining Process 154
Modeling Information in Textual Data Combining Labeled and Unlabeled Data 170
Discovery of Frequent Word Sequences in Text 180
Pattern Detection and Discovery: The Case of Music Data Mining 190
Discovery of Core Episodes from Sequences 199
Patterns of Dependencies in Dynamic Multivariate Data 214
Author Index 227
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