Evaluating machine-generated explanations: a "Scorecard" method for XAI measurement science.
Robert R. HoffmanMohammadreza JalaeianConnor TateGary KleinShane T. MuellerPublished in: Frontiers Comput. Sci. (2023)
Keyphrases
- synthetic data
- preprocessing
- main contribution
- cost function
- theoretical analysis
- significant improvement
- similarity measure
- high accuracy
- probabilistic model
- detection method
- support vector machine svm
- experimental evaluation
- multiresolution
- correlation analysis
- mutual information
- classification method
- optimization method
- evaluation method
- maximum likelihood
- k means
- pairwise
- training data