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More studies are needed to optimize allocation of resources for phenotyping and genotyping to maximize prediction power for Mendelian, ordinal and complex traits in fruit crops.
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In order to maximize prediction accuracy, the features extracted from the data must have as much discriminatory power as possible, the feature selection must reliably eliminate, in a computationally efficient manner, the features that do not possess the discriminatory power and the classifier must be able to exploit the discriminatory power available in the selected feature space.
These models maximize prediction capacity with the coefficients and variables functioning as a set.
M is chosen in a way to maximize the prediction power.
To maximize the prediction power, the first input defines the drugs' polypharmacological profiles by considering both strong and weak drug-target interactions, so that the effect of a drug combination can be modeled through its (multiple) target interactions.
After maximizing the prediction power the utility of generalizing predictions on different array experiments and platforms were assessed.
The LDA is then performed to obtain a linear discriminant function for the two risk classes by maximizing the prediction power or minimizing the overall classification error both for false positives and false negatives with equal weights.
Combining all these features maximize the predictive power (Table 4).
This procedure maximizes the predictive power of the global somatic indicator for mental health.
Multiple measurements may have better prediction power.
This approach has excellent prediction power.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com