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Meanwhile, an efficient version of RMPC is also developed to reduce the online computational burden, which makes the design more practical.
The other one is an efficient version simulated on a novel architecture of dynamically reconfigurable shared memory clusters with a new paradigm of inter-processor communication called communication on the fly.
Following Alene and Manyong (2007), Asfaw et al. (2012), Di Falco et al. (2011), and Khonje et al. (2015), an efficient version of endogenous switching regression model is used, after controlling for different exogenous factors and other farm and farmers' characteristics, to test the differential impact of education on farm productivity under both technologies.
Noting that the original formulation of HC does not scale to large datasets, we instead implemented an efficient version that utilizes the clusDCA framework.
We used an efficient version of the p14 TEV fusion protein (p14* TEV+) [ 22, 23]; here, we designated this "pTEV+." We also designated the gTOW plasmid encoding the pTEV+ expressed from the CUP1 promoter as the "TEV plasmid".
The rationale behind this way of formulating the problem is that after the reduction it becomes easier to devise an efficient version of the SSA for RNA folding kinetics, with multiple runs performed in parallel (see SSA version II and discussion thereafter).
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The study applied a case control design which is a more efficient version of a corresponding cohort study, particularly when rare outcomes are studied [ 17].
Next we describe the proposed Lanczos principal component (LPC) algorithm, which is an energy efficient version of the PC algorithm.
The four reported estimators are as follows: Merdjani [23], a method based on the analytical expression of the MDCT coefficient; Zhu [24], a computationally efficient version of [23]; Zhang [25], an envelope-function-based method with a look-up table (the single-frame-based envelop method without iteration is used); and Dun [26], an improved version of the above envelope function method.
Merdjani [23], a method based on the analytical expression of the MDCT coefficient; Zhu [24], a computationally efficient version of [23]; Zhang [25], an envelope-function-based method with a look-up table (the single-frame-based envelop method without iteration is used); and.
On both simulated gene sets with simulated data and on curated gene sets with real gene expression data, a computationally efficient version of the PCGSE method based on a correlation-adjusted t-test has been shown to accurately compute the statistical association between gene sets and the PCs of genomic data.
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Justyna Jupowicz-Kozak
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