estimation methodology called the extended cross-data-matrix methodology. By applying the method, we give a new test statistic …

develop new principal component analysis (PCA) methods called the noise-reduction methodology and the cross-data-matrix … methodology under the power spiked model. We show that the new PCA methods can enjoy consistency properties not only for …