Auditing Black-box Models by Obscuring Features.
Philip AdlerCasey FalkSorelle A. FriedlerGabriel RybeckCarlos ScheideggerBrandon SmithSuresh VenkatasubramanianPublished in: CoRR (2016)
Keyphrases
- black box
- metamodel
- classification models
- black boxes
- predictive power
- feature set
- feature vectors
- rule extraction
- white box
- probabilistic model
- prior knowledge
- co occurrence
- multi agent systems
- learning models
- state transition
- feature extraction
- case study
- abstraction levels
- metadata
- integration testing
- predictive features
- data sets