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However, we also incorporate rules with accuracy between 75%and85%5%.
We first examine prior Bayesian networks for MTBC classification and then introduce the KBBN approach to incorporate rules.
A variety of computational algorithms aimed at predicting miRNA target genes incorporate rules for miRNA-mRNA interactions such as base pairing complementarity and favourable miRNA-mRNA duplex thermodynamics.
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As stated in [ 32], PBNs 1) incorporate rule-based dependencies between genes; 2) allow the systematic study of global network dynamics; 3) are able to cope with uncertainty, both in the data and model selection; and 4) permit the quantification of the relative influence and sensitivity of genes in their interactions with other genes.
An activity classification algorithm was built based on a decision tree that incorporates rules inspired from movement biomechanics.
Results show that incorporating rules into problems can drastically increase classification accuracy if data alone are insufficient.
The next set of experiments evaluates the effectiveness of the KBBN approach with respect to other techniques and the effectiveness of incorporating rules.
The algorithm included twenty steps where each step incorporated rules- or probability-based strategies to analyze combinations of NLP query hits (Table 2).
Finally, the computational model reformulates the problem mathematically by incorporating rules derived in the transformation and describes a computational approach to the initial biological question.
We designed several sets of experiments on the two datasets SITVIT-CV and CDC-Sublineage to determine the following: if incorporating rules improved the performance of the Bayesian network over the performance of the BN or rules alone.
Putative miRNA binding sites in 3′-UTR sequences were predicted using a Perl script written to implement a "SeedMatch" algorithm incorporating rules similar to those of TargetScanS (Lewis et al. 2005).
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