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cs.LG2016★ 2 cited
Learning Kernels for Structured Prediction using Polynomial Kernel Transformations
Chetan Tonde, Ahmed Elgammal
Learning the kernel functions used in kernel methods has been a vastly explored area in machine learning. It is now widely accepted that to obtain 'good' performance, learning a ke…
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…