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This target may be achieved by implementing the robust engineering principles.
Summarization of gene expression data was performed by implementing the robust multichip averaging algorithm, with subsequent baseline normalization of the log-summarized values for each probe set to that of the median log summarized value for the same probe set in the control group.
Next, we processed our data by implementing the robust multi-array average (RMA) algorithm of Irizarry et al. [ 51].
The expression levels across all 18 microarrays (for 6 conditions, each with three biological replicates) were normalized using the RMAExpress (version 1.0.5), implementing the Robust multiarray analysis (RMA) algorithm [ 33- 35].
In the regression model analysis for the temporal changes in plasma vit E and Se, no specific correlation pattern between repeated measurements was found, and thus a simple cluster adjustment for the repeated measurement was used, by implementing the robust estimator in the regression model procedure.
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By implementing the concept of robust and optimistic optimizations, a mathematical programming (MP) scheme is proposed to explicitly capture the upper and lower bounds of the collapse load limit at each α-sublevel.
Ultimately the onus is now on the media themselves to address Leveson's concerns, respond positively to his findings and implement the new robust model of self-regulation he proposes.
Using the fact that the multivariate Laplace distribution is a scale mixture of the multivariate standard normal distribution, an efficient EM algorithm is designed to implement the proposed robust estimation procedure.
The Kalman filter is contrived as an observer with robustness and the state feedback design with robustness is implemented via the robust pole assignment method.
The on-line robust constraint satisfactions are implemented into the robust periodic EMPC controller.
In this paper, the nonlinearity reduction technique and the polynomial chaos method are implemented into the robust design process, to significantly lower computational costs.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com