Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation.
Sarah TanRich CaruanaGiles HookerYin LouPublished in: AIES (2018)
Keyphrases
- black box
- metamodel
- probabilistic model
- statistical model
- modeling framework
- hybrid model
- prior knowledge
- learning models
- process model
- statistical models
- experimental data
- databases
- accurate models
- predictive model
- computational models
- computational model
- probability distribution
- artificial intelligence
- monitoring system
- mathematical model
- model selection
- prediction model
- object oriented
- classification models
- linear model
- high level
- autoregressive
- parametric models
- neural network
- database
- black boxes