Block-diagonal covariance estimation and application to the Shapley effects in sensitivity analysis

Baptiste Broto, François Bachoc, Laura Clouvel +1

In this paper, we aim to estimate block-diagonal covariance matrices for Gaussian data in high dimension and in fixed dimension. We first estimate the block-diagonal structure of t…