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The three parameters are determined to maximize the predicting ability of BLUP|GA by maximizing the similarity of T and the genetic relationship at unobserved causal loci.
This validation procedure can maximize the predicting ability of BLUP|GA within the reference set, though it may provide only suboptimal parameters for the application stage.
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Despite the large amount of work in the prediction area, few efforts have been devoted to the task of link recommendation, which is inherently different (and more relevant for real social media services) since it aims to the satisfaction of single users and not just to maximize the ability of predicting the global evolution of the social graph.
Finally, to maximize the robustness for predicting target sites, EP combines two statistical estimates of ω.
Modeling of the second-order polynomial regression is used to maximize the adjusted and predicted R2 values.
Model estimation identifies the values of the model parameters that maximize the fit of predicted neural activity to the observed data.
By analysis of multiple tissues we maximize the number of predicted proteins identified and provide tissue expression data for these identified proteins.
In following the direction, we should apply models that can maximally emulate the nonlinear dynamics of gene regulatory networks and establish a method for estimating the parameter values that maximize the ability to predict the data.
MatInspector's default parameters use an optimized score threshold for each PWM that is designed to minimize false positives (calibrated by minimizing the number of matches in non-promoter regions) in order to maximize the proportion of predicted sites that represent true positive calls.
A brute force approach which would guarantee the optimal DM set selection that truly maximizes the possible predicted genes would increase the running time by many orders of magnitude.
Suitable cutoffs for the GO depth and the Pearson correlation in (iii) and (iv) were determined by maximizing the positive predicted value and the accuracy while minimizing the false discovery rate for 1,000 randomly picked positive pairs as defined by KEGG (see above) and 1,000 random gene pairs or 500 pairs for (iii) and (iv), respectively.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com