Data Representing Ground-Truth Explanations to Evaluate XAI Methods.
Shideh Shams AmiriRosina O. WeberPrateek GoelOwen BrooksArcher GandleyBrian KitchellAaron ZehmPublished in: CoRR (2020)
Keyphrases
- ground truth
- data sets
- high quality
- data analysis
- noisy data
- data distribution
- data collection
- data objects
- raw data
- statistical methods
- synthetic data
- statistical tests
- machine learning methods
- experimental data
- statistical analysis
- input data
- preprocessing
- data representations
- training data
- data quality
- data sources
- knowledge discovery
- database
- data points
- probability distribution
- missing values
- significant improvement
- original data
- xml documents
- missing data
- benchmark datasets
- data mining methods
- statistical significance
- ground truth data
- computer systems