The most popular method to model the relationship between the scalar response and the functional predictor is the functional linear model because of its simplicity and easy interpretation.
Assume a common change may occur in a portion of N independent panels and each panel consists of a sequence of independent random variables following a standard exponential family distribution.
Gene set enrichment analyses(GSEA)are powerful inferential methods widely used in genomic research to identify significant gene sets,such as Gene Ontology terms and molecular pathways.
For sequences of random backward nested subspaces as occur,say,in dimension reduction for manifold or stratified space valued data,asymptotic results are derived.
In ultrahigh dimensional data analysis,variable screening has been routinely per-formed before tting complex models with the goal to e ciently reduce data dimension while still keeping majority of th
A p-value is a most widely used statistical measure of evidence against a null hypothesis in statistical hypothesis testing and is generally required in Phase 3 clinical trials for drug registration a
The increasing size and complexity of data in research and business applications require a more versatile set of tools for building explanatory and predictive statistical models.