Reducing Misclassification Costs
Learning and Costs
Nynex Telephone Network Troubleshooting
Additional Domains from UCI Archive
Decision Tree Test Selection Metrics
Decision Tree Misclassification Costs
Problems with Altered Priors
Least Expected Cost Class
Probabilistic Classifiers
Probabilistic Classifier Misclassification Costs
Bayesian Classifier: Cost and Error
Decision Lists and ILP
Reduced Cost Ordering: Postprocessor for FOCL
Reduced Cost Ordering Example
Decision Lists Cost Results
Overfitting Aviodance
Overfitting Avoidance Cost Results
Knowledge
FOCL Results
Iterative Refinement of Numeric Parameters
Iterative Refinement Cost Results
Future Work
Summary
Conclusions
Email: pazzani@ics.uci.edu
Home Page: http://www.ics.uci.edu/~pazzani