Cramér Type Moderate Deviation for the Maximum of the Periodogram with Application to Simultaneous Tests in Gene Expression Time Series

Mathematics – Probability

Scientific paper

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Some constants in Lemma 4.1 are specified. Other context remains the same

Scientific paper

In this paper, Cram\'{e}r type moderate deviations for the maximum of the
periodogram and its studentized version are derived. The results are then
applied to a simultaneous testing problem in gene expression time series. It is
shown that the level of the simultaneous tests is accurate provided that the
number of genes $G$ and the sample size $n$ satisfy $G=\exp(o(n^{1/3}))$.

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