Do Explanations Reflect Decisions? A Machine-centric Strategy to Quantify the Performance of Explainability Algorithms.
Zhong Qiu LinMohammad Javad ShafieeStanislav BochkarevMichael St. JulesXiaoyu WangAlexander WongPublished in: CoRR (2019)
Keyphrases
- learning algorithm
- real world
- computationally efficient
- times faster
- data structure
- computational complexity
- neural network
- orders of magnitude
- benchmark datasets
- significant improvement
- information systems
- computational cost
- theoretical analysis
- computationally expensive
- data sets
- combinatorial optimization
- search strategies
- graph theory
- parallel machines