Convergence of a Belief Propagation Algorithm for Biological Networks

Figure 6

Approximate marginal PMFs. (a) The experimental data and cost parameters are the data set and its corresponding values of in Figures 3(a) and 3(b), respectively. (b) 12 initial values in the left and right denote the values in the initial data set in Figures 4(a) and 4(b), respectively. (c) 12 limit values in the top and bottom are obtained for Figures 6(a) and 6(b). (d) The approximate marginal PMFs are obtained from (89) and (93). The red numbers denote the maximum values of the marginal PMFs. The first network and its mathematical model in the right denote those in Figures 1(a) and 1(c) with link weights of maximum values. Replacing in the first network with gives the second network and its mathematical model.

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