Partial correlation with copula modeling
We propose a new partial correlation approach using Gaussian copula. Our empirical study found that the Gaussian copula partial correlation has the same value as that which is obtained by performing a Pearsons partial correlation. With the proposed method, based on canonical vine and d-vine, we captured direct interactions among eight histone genes.
partial correlation gaussian copula gene network