Nonparametric Empirical Bayes Estimation and Testing for Sparse and Heteroscedastic Signals

Junhui Cai, Xu Han, Ya'acov Ritov +1

Large-scale modern data often involves estimation and testing for high-dimensional unknown parameters. It is desirable to identify the sparse signals, ``the needles in the haystack…