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However, by choosing appropriate λ and a, elastic-net enables us to have balanced estimates, producing a slightly more complex model than LASSO but far simpler model than ridge.
To ensure balanced estimates of the efficacy of these drugs, particularly given our source of funding, we based our calculations on the independent reviews published by the Cochrane Collaboration [ 23- 25].
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To balance estimate quality and computational effort, we also discuss an additional technique that improves the efficiency of our approach by dividing the overall problem in smaller subproblems.
As association mapping data are not likely to be balanced, empirical estimates for the power of association tests under various conditions are derived via simulation.
The deficit has narrowed by more than two-thirds from its level of a year ago.Our table on trade, exchange rates and budgets shows new budget balance estimates for 2001, from the OECD's latest Economic Outlook.
Model calibration is essential for obtaining accurate carbon balance estimates across large regions [20].
Efforts are presently underway in Canada and elsewhere to expand GHG balance estimates to include managed and unmanaged forests.
The sparsity of field data is one of the main impediments to many possible improvements to C balance estimates.
Energy balance estimates of evaporation, on the other hand, were found to be less sensitive to variations in salinity.
Spatial surface energy balance estimates were made from a combination of parameters and state variables estimated from aircraft and ground data.
The carbon balance estimates obtained for this study are based on CBM-CFS3 simulations using preliminary inventory, age distribution and yield data for the study area [59].
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