ARACNE is a mutual information based algorithm that was developed in the Califano lab for use with Human B-cell microarray data. The original ARACNE version can be found on the Califano lab website. We developed several variants of this algorithm that performed better on the E. coli data (see paper for details).
Download the top performing version of ARACNE from the PLoS 2007 Network Inference Paper