Issues in clustering algorithm consistency in fixed dimensional spaces. Some solutions for k-means.
Mieczyslaw A. KlopotekRobert A. KlopotekPublished in: J. Intell. Inf. Syst. (2021)
Keyphrases
- k means
- clustering algorithm
- spectral clustering
- data clustering
- computational issues
- fuzzy c means
- clustering method
- text clustering
- cluster analysis
- multi dimensional
- optimal solution
- key issues
- clustering analysis
- hierarchical clustering
- issues arise
- cluster centers
- clustering quality
- arbitrary shape
- fixed number
- data sets
- benchmark problems
- fuzzy clustering
- self organizing maps
- expectation maximization
- similarity measure
- genetic algorithm
- hierarchical agglomerative
- fuzzy clustering algorithm
- affinity propagation
- clustering approaches
- image segmentation
- neural network