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stat.ML2025
Convergence and clustering analysis for Mean Shift with radially symmetric, positive definite kernels
Susovan Pal
The mean shift (MS) is a non-parametric, density-based, iterative algorithm with prominent usage in clustering and image segmentation. A rigorous proof for the convergence of its m…
stat.ML2016
Optimal bandwidth estimation for a fast manifold learning algorithm to detect circular structure in high-dimensional data
Susovan Pal, Praneeth Vepakomma
We provide a way to infer about existence of topological circularity in high-dimensional data sets in from its projection in obtained through a fast m…