Network (or matrix) reconstruction is a general problem that occurs if the marginsof a matrix are given and the matrix entries need to be predicted. In this paper,we show that the predictions obtained from the iterative proportional fitting procedure(IPFP) or equivalently maximum entropy (ME)...