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Contents
Contents
Index
Data description toolbox
dd_tools 1.5.0
A Matlab toolbox for data description, outlier and novelty detection
July 26, 2006
D.M.J. Tax
Contents
This manual
Introduction
What is one-class classification?
Error minimization in one-class
Receiver Operating Characteristic curve
Introduction
dd_tools
Datasets
Creating one-class datasets
Inspecting one-class datasets
Classifiers
Prtools classifiers
Creating one-class classifiers
Inspecting one-class classifiers
Available classifiers
Combining one-class classifiers
Note for programmers
Error computation
Basic errors
Precision and recall
Area under the ROC curve
Cost curve
Generating artificial outliers
Cross-validation
General remarks
Contents.m of the toolbox
Index
Bibliography
About this document ...
David M.J. Tax 2006-07-26
