Generative causal explanations of black-box classifiers.
Matthew R. O'ShaughnessyGregory CanalMarissa ConnorMark A. DavenportChristopher RozellPublished in: CoRR (2020)
Keyphrases
- black box
- causal models
- black boxes
- white box
- decision trees
- support vector
- training data
- test cases
- discriminative classifiers
- generative model
- test set
- integration testing
- naive bayes
- feature selection
- bayesian networks
- rule extraction
- training examples
- hybrid systems
- causal relationships
- white box testing
- training set
- neural network
- test data
- qualitative models
- databases
- training samples
- feature set
- discriminative learning
- bayesian network classifiers
- knowledge management
- data sets
- database