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

Copyright: D.M.J. Tax, D.M.J.Tax@prtools.org
Faculty EWI, Delft University of Technology
P.O. Box 5031, 2600 GA Delft, The Netherlands