Learning complex dependency structure of gene regulatory networks from high dimensional micro-array data with Gaussian Bayesian networks

Catharina Elisabeth Graafland, José Manuel Gutiérrez

Gene expression datasets consist of thousand of genes with relatively small samplesizes (i.e. are large-$p$-small-$n$). Moreover, dependencies of various orders co-exist in the dat…