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Sharp variable selection of a sparse submatrix in a high-dimensional noisy matrix

Sharp variable selection of a sparse submatrix in a high-dimensional noisy matrix

We observe a N × M matrix of independent, identically distributed Gaussian random variables which are centered except for elements of some submatrix of size n × m where the mean is larger than some a> 0. The submatrix is sparse in the sense that n/N and m/M tend to …