Do Explanations Improve the Quality of AI-assisted Human Decisions? An Algorithm-in-the-Loop Analysis of Factual & Counterfactual Explanations.
Lujain IbrahimMohammad M. GhassemiTuka AlhanaiPublished in: AAMAS (2023)
Keyphrases
- optimization algorithm
- times faster
- detection algorithm
- preprocessing
- learning algorithm
- experimental evaluation
- dynamic programming
- neural network
- artificial intelligence
- high accuracy
- decision making
- recognition algorithm
- path planning
- k means
- significant improvement
- computational cost
- worst case
- linear programming
- theoretical analysis
- simulated annealing
- improved algorithm
- classification algorithm
- tree structure
- computationally efficient
- input data
- search algorithm
- image segmentation
- objective function
- cost function
- evolutionary algorithm
- search space
- optimal solution
- computational complexity