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cs.LG2012★ 6 cited
Regularized Maximum Likelihood for Intrinsic Dimension Estimation
Mithun Das Gupta, Thomas S. Huang
We propose a new method for estimating the intrinsic dimension of a dataset by applying the principle of regularized maximum likelihood to the distances between close neighbors. We…
cs.LG2010
Bregman Distance to L1 Regularized Logistic Regression
Mithun Das Gupta, Thomas S. Huang
In this work we investigate the relationship between Bregman distances and regularized Logistic Regression model. We present a detailed study of Bregman Distance minimization, a fa…