Entropy inference and the James-Stein estimator, with application to nonlinear gene association networks

Jean Hausser, Korbinian Strimmer

We present a procedure for effective estimation of entropy and mutual information from small-sample data, and apply it to the problem of inferring high-dimensional gene association…