Nearest Neighbor Clustering: A Baseline Method for Consistent Clustering with Arbitrary Objective Functions.
Sébastien BubeckUlrike von LuxburgPublished in: J. Mach. Learn. Res. (2009)
Keyphrases
- clustering method
- nearest neighbor
- nearest neighbor algorithm
- k means
- unsupervised learning
- cost function
- hierarchical clustering
- objective function
- clustering algorithm
- spectral clustering
- detection method
- high dimensional data
- high accuracy
- detection algorithm
- unsupervised clustering
- distance metric
- dynamic programming
- document clustering
- information theoretic
- similarity measure
- dissimilarity measure
- genetic algorithm
- similarity function
- clustering scheme
- clustering procedure
- data clustering
- segmentation method
- synthetic data
- dimensionality reduction
- preprocessing
- learning algorithm