A Comparative Study of Faithfulness Metrics for Model Interpretability Methods.
Chun Sik ChanHuanqi KongGuanqing LiangPublished in: CoRR (2022)
Keyphrases
- qualitative and quantitative
- computational model
- classification models
- significant improvement
- probabilistic model
- statistical models
- statistical model
- linear models
- learning models
- formal model
- mathematical model
- data sets
- benchmark datasets
- statistical methods
- linear regression
- theoretical analysis
- reinforcement learning
- prediction model
- similarity measure
- knowledge base
- monte carlo simulation
- information retrieval