Overcoming weaknesses of density peak clustering using a data-dependent similarity measure.
Zafaryab RasoolSunil AryalMohamed Reda BouadjenekRichard DazeleyPublished in: Pattern Recognit. (2023)
Keyphrases
- data dependent
- similarity measure
- clustering method
- similarity function
- clustering algorithm
- similarity computation
- generalization bounds
- hierarchical clustering algorithm
- risk bounds
- rademacher complexity
- data points
- reproducing kernel hilbert space
- hash functions
- k means
- energy functional
- arbitrary shape
- parameter free
- high dimensional data
- pairwise
- distance measure
- image segmentation
- density estimation
- data sets
- spectral clustering
- high order