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Applying the neural network algorithm, this paper combines fault and defect diagnosis results with big data statistical regulation to construct a more complete battery system fault diagnosis model.
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For P7, only one node received strong statistical support: regulation of molecular function.
Usually, also overrepresented gene ontology terms are identified amongst the groups of co-regulated genes, or genes are clustered according to their statistical co-regulation behaviour (Krug et al. 2013b; Grinberg et al. 2014; Zimmer et al. 2012; Balmer et al. 2012).
He recently caused a stir by calling the inefficiencies of regulation "statistical murder", arguing that bad regulation absorbs money that could be better spent to save lives another way.Europe seems to be going the other way.
The statistical significance of regulation around metabolites was assessed using the reporter feature algorithm with default settings [16], [17].
Although we limited our qPCR confirmation only to IFNα/β pathway, a statistical significant up regulation was observed also for other immune pathways such as of MHC-1 pathway.
These necessary requirements for application of the proposed methodology are not sufficient to ensure that there are enough biological samples to obtain reliable predictions of regulation; statistical power depends on the extent of biological variability as well as the sample size.
As shown in Figure 4A, a subset of genes belonging to IFNα/β pathway such as IFIT1, IFI27 and IFI44L showed a statistical significant up-regulation (p < 0.001) in tumors where PSCA was down-regulated by dox treatment.
In addition to the level changes of specific metabolites, which can be analyzed using univariate statistical approaches, co-regulation of metabolites is also of interest.
Interestingly, sample comparison of promastigotes to axenic amastigotes resulted in only 17 genes (0.2%) that meet the same statistical criteria for differential regulation.
Statistical inference for combinatorial regulation can be naturally addressed in our probabilistic framework.
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