BIBFRAME Work

Title

Outlier Analysis

Type

  • Monograph
  • Text

Contribution

Aggarwal, Charu C (author )

Subject

Language

Classification

  • ClassificationLcc: QA76.9.D343
  • ClassificationDdc: 006.312

Content

Summary

This book provides comprehensive coverage of the field of outlier analysis from a computer science point of view. It integrates methods from data mining, machine learning, and statistics within the computational framework and therefore appeals to multiple communities. The chapters of this book can be organized into three categories: Basic algorithms: Chapters 1 through 7 discuss the fundamental algorithms for outlier analysis, including probabilistic and statistical methods, linear methods, proximity-based methods, high-dimensional (subspace) methods, ensemble methods, and supervised methods. Domain-specific methods: Chapters 8 through 12 discuss outlier detection algorithms for various domains of data, such as text, categorical data, time-series data, discrete sequence data, spatial data, and network data. Applications: Chapter 13 is devoted to various applications of outlier analysis. Some guidance is also provided for the practitioner. The second edition of this book is more detailed and is written to appeal to both researchers and practitioners. Significant new material has been added on topics such as kernel methods, one-class support-vector machines, matrix factorization, neural networks, outlier ensembles, time-series methods, and subspace methods. It is written as a textbook and can be used for classroom teaching.

Table of Contents

An Introduction to Outlier Analysis -- Probabilistic Models for Outlier Detection -- Linear Models for Outlier Detection -- Proximity-Based Outlier Detection -- High-Dimension Outlier Detection -- Outlier Ensembles -- Supervised Outlier Detection -- Categorical, Text, and Mixed Attribute Data -- Time Series and Streaming Outlier Detection -- Outlier Detection in Discrete Sequences -- Spatial Outlier Detection -- Outlier Detection in Graphs and Networks -- Applications of Outlier Analysis.

Authorized Access Point

Aggarwal, Charu C. Outlier Analysis

Admin Metadata

  • Date: 2026-07-07T22:44:34.076045+00:00
  • Agent: bcld
  • Status: c
  • Derived from: 21737065

Admin Metadata

  • Date: 2026-07-07
  • Cataloger id: Unknown
  • Description level: bibframe-2-6-0
  • Description language: eng
  • Description authentication: pcc

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