Causal Proxy Models for Concept-Based Model Explanations.
Zhengxuan WuKarel D'OosterlinckAtticus GeigerAmir ZurChristopher PottsPublished in: CoRR (2022)
Keyphrases
- probabilistic model
- statistical model
- modeling framework
- generic model
- hierarchical model
- model fitting
- hybrid model
- prior knowledge
- metamodel
- prediction model
- computational models
- statistical models
- parameter estimation
- accurate models
- causal models
- autoregressive
- random fields
- linear model
- model selection
- computational model
- analytical model
- causal interactions
- causal independence
- explanatory power
- causal structure
- management system
- multiple models
- decision trees
- mathematical model
- modeling method
- model construction
- experimental data
- conceptual model
- neural network model
- classification models