Sequential testing in classifier evaluation yields biased estimates of effectiveness.
William WebberMossaab BagdouriDavid D. LewisDouglas W. OardPublished in: SIGIR (2013)
Keyphrases
- evaluation method
- training data
- decision trees
- sample selection bias
- classifier systems
- learning algorithm
- feature selection
- svm classifier
- heuristic evaluation
- classifier combination
- nearest neighbor classifier
- classification process
- evaluation model
- classification method
- classification algorithm
- neural network
- class labels
- test cases
- feature set
- training set
- high quality
- genetic algorithm