2 papers
cs.LG2026
Doubly Stochastic Mean-Shift Clustering
Tom Trigano, Yann Sepulcre, Itshak Lapidot
Standard Mean-Shift algorithms are notoriously sensitive to the bandwidth hyperparameter, particularly in data-scarce regimes where fixed-scale density estimation leads to fragment…
cs.LG2025
Stochastic Mean-Shift Clustering
Itshak Lapidot, Yann Sepulcre, Tom Trigano
We present a stochastic version of the mean-shift clustering algorithm. In this stochastic version a randomly chosen sequence of data points move according to partial gradient asce…