Overlap Number of Balls Model-Agnostic CounterFactuals (ONB-MACF): A Data-Morphology-based Counterfactual Generation Method for Trustworthy Artificial Intelligence.
José Daniel Pascual-TrianaAlberto FernándezJavier Del SerFrancisco HerreraPublished in: CoRR (2024)
Keyphrases
- experimental data
- data sets
- artificial intelligence
- prior knowledge
- generation method
- small number
- computational complexity
- test data
- data analysis
- probabilistic model
- synthetic data
- high quality
- image processing
- raw data
- prior information
- missing data
- data collection
- simulation data
- probability distribution
- high level
- similarity measure
- empirical data
- data points
- statistical analysis
- computational model
- statistical model
- learning models
- statistical methods
- data streams
- causal models
- expert knowledge
- data quality
- training data
- original data
- objective function
- image data
- data distribution
- image analysis
- end users
- intelligent systems
- knowledge discovery
- management system