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math.ST2020
On Construction of Higher Order Kernels Using Fourier Transforms and Covariance Functions
Soumya Das, Subhajit Dutta, Radhenduhska Srivastava
In this paper, we show that a suitably chosen covariance function of a continuous time, second order stationary stochastic process can be viewed as a symmetric higher order kernel.…
stat.ME2020
On a Generalization of the Average Distance Classifier
Sarbojit Roy, Soham Sarkar, Subhajit Dutta
In high dimension, low sample size (HDLSS)settings, the simple average distance classifier based on the Euclidean distance performs poorly if differences between the locations get…