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We show that our message passing technique outperforms the reference methods by a considerable margin.
It gives favor to the use of the message passing technique.
Let be the mean number of iterations for an architecture with subblocks communicating with the message passing technique.
Using the subblock parallelism speedup obtained with the message passing technique (9), the parallelism efficiency can be refined in (15).
The figure shows clearly that the message passing technique outperforms the acquisition one whatever the acquisition length.
At this level, and for subblock parallelism, we illustrate how subblock initializations are more efficient with the message passing technique than with the acquisition approach.
Similar(51)
Parallelisation issues such as load balancing, domain decomposition and message passing techniques are investigated on both shared and distributed memory architectures.
The LBI can be efficiently calculated with the same message passing techniques we used to calculate the posterior fitness distribution.
For this reason we analysed how the characteristics of the algorithm can be exploited to accelerate the simulation of the system's evolution using two different parallelization approaches, that is, using message passing techniques based on MPI and GPU computing based on the CUDA architecture.
Nevertheless, an appropriate factorization of the joint PDF using some message-passing technique make these methods tractable.
We propose a novel clustering algorithm in the framework of affinity propagation, which is a state-of-the-art message-passing technique with a graphical model approach developed in the machine learning field.
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