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In this context, the computational analysis may be viewed as a numerical experiment, and ideas from compressive sensing may be used to reduce the number of computations required for target characterization.
This complexity of the full analysis may be viewed as a weakness of the study.
The false positive rate in the final analysis may be viewed as a major weakness in the approach.
However, we suggest that results of a personal genomic analysis may be viewed as a panel of many tests for multiple diseases.
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From a different perspective, meta-analysis may be viewed as a special case of multilevel analysis having a hierarchical data structure.
The StarNet analysis results discussed below may be viewed at http://vanburenlab.tamhsc.edu/Hand1/result.html.html
We also explicitly derive optimal Bayesian classifiers with non-informative priors, and explore relationships to linear and quadratic discriminant analysis (LDA and QDA), which may be viewed as plug-in rules under Gaussian modeling assumptions.
Analysis of individual candidate genes may be viewed in Additional file 1.
The modest correlation observed between CI and CLCR, in addition to the ROC analysis, suggests that elevated values may be viewed as a clinical 'trigger' in patients without AKI, to re-consider the dosing strategy in use, particularly in relation to antibacterial therapy.
This may be viewed as qualitative and may affect the quantitative analysis.
DNS of turbulence may be viewed as a target problem.
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