Modern genomic studies, accumulation of biological information in repositories, plus novel analytical and data-mining methodologies, comprise the backbone for the holistic explanation of intricate phenotypes, interrogated by high-throughput experiments. Recent developments in web platforms...

In this paper, we consider tests of correlation when the sample size is much lower than the dimension. We propose a new estimation methodology called the extended cross-data-matrix methodology. By applying the method, we give a new test statistic for high-dimensional correlations. We show that...