Sentence examples for message passing scheme from inspiring English sources

The parallel implementation of the model uses a message passing scheme based on the MPI standard.

An overlapped message passing scheme and the non-uniform quantization scheme are incorporated to reduce the overall area and power of the proposed QC-LDPC decoder.

Finally, the simple iterative estimation process - in which the neighboring symbol pairs only exchange "local" messages - makes the proposed message passing scheme amenable to massive parallelization through the utilization of modern GPU (graphics processing unit) architecture.

We show how the computations performed during evaluation of a LQCG influence diagram can be organized in message passing schemes based on Shenoy Shafer and Lazy propagation.

First, we estimated the probabilistic symbol alignment confidence score using the proposed message-passing scheme.

Table 1 summarizes the pairwise sequence alignment performance of the proposed message-passing scheme and the traditional pair-HMM approach.

In order to evaluate the performance of the proposed message-passing scheme, we carried out pairwise sequence alignment experiments based on the BAliBASE 3.0 protein alignment benchmark [ 16].

In principle, variational Bayes and backwards induction should give similar answers; however, there is no neuronally plausible message-passing scheme for backwards induction.

Similarly, it may be possible to modify the update formula for c xy (i, j) to further improve the performance of the proposed message-passing scheme, and we are currently in the process of investigating several different implementations.

Extensive performance evaluation on protein alignment benchmark datasets shows that the proposed message-passing scheme clearly outperforms the traditional pair-HMM-based approach, in terms of both alignment accuracy and computational efficiency.

The proposed method is based on a message-passing scheme, where messages are iteratively exchanged between neighboring symbol pairs to estimate the level of confidence for potential pairwise symbol alignments.