51 citations · 57 across the 3 of their papers we have counts for
4 papers
Maximum Likelihood for Gaussian Process Classification and Generalized Linear Mixed Models under Case-Control Sampling
Omer Weissbrod, Shachar Kaufman, David Golan +1
Modern data sets in various domains often include units that were sampled non-randomly from the population and have a latent correlation structure. Here we investigate a common for…
Consistent distribution-free -sample and independence tests for univariate random variables
Ruth Heller, Yair Heller, Shachar Kaufman +2
A popular approach for testing if two univariate random variables are statistically independent consists of partitioning the sample space into bins, and evaluating a test statistic…
When Does More Regularization Imply Fewer Degrees of Freedom? Sufficient Conditions and Counter Examples from Lasso and Ridge Regression
Shachar Kaufman, Saharon Rosset
Regularization aims to improve prediction performance of a given statistical modeling approach by moving to a second approach which achieves worse training error but is expected to…
Consistent distribution-free tests of association between univariate random variables
Ruth Heller, Yair Heller, Shachar Kaufman +1
We consider the problem of testing whether pairs of univariate random variables are associated. Few tests of independence exist that are consistent against all dependent alternativ…