A Theoretical Analysis of Density Peaks Clustering and the Component-Wise Peak-Finding Algorithm.
Joshua TobinMimi ZhangPublished in: IEEE Trans. Pattern Anal. Mach. Intell. (2024)
Keyphrases
- theoretical analysis
- k means
- detection algorithm
- experimental evaluation
- learning algorithm
- clustering method
- preprocessing
- computational cost
- hierarchical clustering
- data clustering
- times faster
- synthetic datasets
- dynamic programming
- synthetic and real datasets
- optimization algorithm
- recognition algorithm
- density based clustering algorithm
- peak detection
- matching algorithm
- probabilistic model
- cost function
- segmentation algorithm
- em algorithm
- worst case
- convergence rate
- similarity measure
- clustering algorithm
- data sets