Algorithm-Agnostic Feature Attributions for Clustering.
Christian A. ScholbeckHenri FunkGiuseppe CasalicchioPublished in: xAI (1) (2023)
Keyphrases
- k means
- clustering method
- detection algorithm
- objective function
- experimental evaluation
- np hard
- hierarchical clustering
- search space
- optimization algorithm
- data clustering
- recognition algorithm
- preprocessing
- synthetic datasets
- learning algorithm
- optimal solution
- similarity measure
- times faster
- dissimilarity matrix
- segmentation algorithm
- simulated annealing
- worst case
- computational cost
- significant improvement
- computational complexity
- high accuracy
- matching algorithm
- image features
- similarity function
- high dimensional
- graph partitioning
- clustering analysis
- clustering ensemble
- data structure