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Outlier Analysis

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Cover of 'Outlier Analysis'

Table of Contents

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    Book Overview
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    Chapter 1 An Introduction to Outlier Analysis
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    Chapter 2 Probabilistic and Statistical Models for Outlier Detection
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    Chapter 3 Linear Models for Outlier Detection
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    Chapter 4 Proximity-Based Outlier Detection
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    Chapter 5 High-Dimensional Outlier Detection: The Subspace Method
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    Chapter 6 Supervised Outlier Detection
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    Chapter 7 Outlier Detection in Categorical, Text and Mixed Attribute Data
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    Chapter 8 Time Series and Multidimensional Streaming Outlier Detection
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    Chapter 9 Outlier Detection in Discrete Sequences
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    Chapter 10 Spatial Outlier Detection
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    Chapter 11 Outlier Detection in Graphs and Networks
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    Chapter 12 Applications of Outlier Analysis
Attention for Chapter 7: Outlier Detection in Categorical, Text and Mixed Attribute Data
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