SCMS trajectories converge to the newly defined stable ridge rather than the classical static ridge, and a constant step-size generalized version reaches the same statistical accuracy in O(log n) iterations.
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Stable Density Ridges: Consistency and Convergence of Subspace Constrained Mean Shift
SCMS trajectories converge to the newly defined stable ridge rather than the classical static ridge, and a constant step-size generalized version reaches the same statistical accuracy in O(log n) iterations.