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Figure 7 shows an example of message passing procedure.
In [30], Bayesian inference is performed through an iterative local message passing procedure based on belief propagation and particle-filtering message representation.
In this paper, we use the MSE transfer chart to analyze the message passing procedure of channel decoding and system state estimation by assuming that the priori information is an AWGN channel.
It is also important to remark that the results plotted in Figure 4 have been obtained by setting the variables controlling the switches from Figure 3(b) to during the first iteration, while for the remaining iterations (i.e., the MAC subgraph is disconnected and does not participate in the message passing procedure).
In contrast, MCAP succeeded in this task (Fig. 2B) because the message passing procedure was guided by the MST skeleton (white skeleton, Fig. 2B).
For MST computation, we suggest the use of a heuristic metric that we found fitted efficiently in combination with the message passing procedure run by AP over the MST.
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Although the computation time cost becomes lower with an increasing number of processes (from two to five), this enhancement becomes less due to the accompanied increase in demand for message passing procedures between the master and all slave processes.
Random scheduling makes the algorithms to converge more frequently and demand more iterations to converge, but less nodes participate in the message-passing procedure.
The message-passing procedure sums out all of the hidden variables present in ϕ the states of complexes, cellular processes and the activities of all other genes other than f.
(b) Message-passing procedures.
Otherwise, the algorithm goes back to STEP-2 and repeats the message-passing process.
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