Explaining Groups of Instances Counterfactually for XAI: A Use Case, Algorithm and User Study for Group-Counterfactuals.
Greta WarrenMark T. KeaneChristophe GuéretEoin DelaneyPublished in: CoRR (2023)
Keyphrases
- preprocessing
- dynamic programming
- randomly generated
- k means
- experimental evaluation
- experimental study
- times faster
- learning algorithm
- cost function
- computational cost
- np hard
- segmentation algorithm
- linear programming
- probabilistic model
- convergence rate
- computational complexity
- initial solution
- user intervention
- end users
- combinatorial optimization
- group members
- detection algorithm
- optimization algorithm
- user interaction
- markov random field
- significant improvement
- search space
- search algorithm
- optimal solution
- objective function