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This is efficient for small scale production and testing, but modest scale-up can be expensive while industrial scale production can be very challenging.
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Subsequently, this allows the application of numerical methods which are efficient for predicting response of small scale systems.
The computation of pairwise similarities needs to be efficient for large-scale usage.
Conjugate gradient methods are efficient for solving (1), especially for large-scale problems.
However, the energy release is efficient only at very small scales.
This approach is efficient and straightforward for small or moderate scale datasets in which gene expression signatures can be easily detected and visualized.
The aim of this study is therefore to determine efficient biogas and solar energy production and utilization options for small scale village energy application in rural Ethiopia.
— Zimbabwe Investor (@ziminvestor) July 21 , 2012 @lpolgreen assuming skills and investment is the same, are small scale tobacco farms as efficient per hectare as large farms?
Numerical bifurcation analysis is also a technique that is most efficient for smaller models.
Programs like glmnet (Friedman et al., 2010) are computationally efficient for small to moderately sized datasets, but do not scale to extremely large datasets due to memory burden.
The Leave-One-Out procedure should therefore be efficient (statistically speaking) for small sample sizes.
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