4 papers
Optimal Designs for Regression on Lie Groups
Somnath Chakraborty, Holger Dette, Martin Kroll
We consider a linear regression model with complex-valued response and predictors from a compact and connected Lie group. The regression model is formulated in terms of eigenfuncti…
On hardness of computing analytic Brouwer degree
Somnath Chakraborty
We prove that counting the analytic Brouwer degree of rational coefficient polynomial maps in -- presented in degree-coefficient form…
A Fourier analytique approach to Gaussian mixture learning
Somnath Chakraborty, Hariharan Narayanan
Suppose that we are given independent, identically distributed random samples from a mixture at most many -dimensional spherical Gaussian distributions $μ_1…
Generating an equidistributed net on a unit n-sphere using random rotations
Somnath Chakraborty, Hariharan Narayanan
We develop a randomized algorithm (that succeeds with high probability) for generating an -net in a sphere of dimension n. The basic scheme is to pick …