Quantization and clustering with Bregman divergences
Journal of Multivariate Analysis
A robust EM clustering algorithm for Gaussian mixture models
Pattern Recognition
Optimization and Convergence of Observation Channels in Stochastic Control
SIAM Journal on Control and Optimization
Strong consistency of k-parameters clustering
Journal of Multivariate Analysis
Hi-index | 754.84 |
Asymptotic results from the statistical theory ofk-means clustering are applied to problems of vector quantization. The behavior of quantizers constructed from long training sequences of data is analyzed by relating it to the consistency problem fork-means.