354 citations · 956 across the 24 of their papers we have counts for
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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…
cs.LG2016
Supervised Dimensionality Reduction via Distance Correlation Maximization
Praneeth Vepakomma, Chetan Tonde, Ahmed Elgammal
In our work, we propose a novel formulation for supervised dimensionality reduction based on a nonlinear dependency criterion called Statistical Distance Correlation, Szekely et. a…