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In other words, even though we perform joint optimization over both transmission and reception polarizations for the scalar system, we are still finding the best linear combination of the two received measurements at each receiver.
Boosting approximates the best linear combination of all possible weak classifiers (e.g different features) via maximum likelihood on a logistic scale, thereby solving statistical dependence problems [21].
Discriminant analysis aims at determining the best linear combination of variables required for predicting the group membership of a set of individuals.
They also demonstrate that the best linear combination of two kernels usually is the one where we assign more weight to the kernel with a higher performance.
Each animal is represented in a space with factorial axes defined by the best linear combination of the active variables, i.e. observed variables.
First, we discuss how prediction using RR can address the aforementioned four points of critique pertaining to a typical polygenic score, that is, how RR can be used to search for the best linear combination of SNPs jointly, to address the multicollinearity of SNPs [ 10, 11], and to account for the presence of confounding variables and of nonlinear SNP effects (e.g., [ 12– 12]).
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Principal component analysis (PCA) finds the best linear combinations of important variables at baseline.
The best linear combinations of the two hourly measures increased the diagnostic power of its individual components by both approaches (Table 2), but the gain was limited, 3.9% for the DF, and 0.4% for the LDA approach.
First, the process of separation of overlapping harmonics (multi-pitch estimation, calculus of the best linear combination for reconstruction, additive synthesis) is not computationally expensive.
The theoretical aspects of the best linear combination for biomarkers are well reported [[ 9, 11, 14- 19], and [ 20]].
Data transformation improved the diagnostic power of the best linear combinations for both the LDA and DF approaches by decreasing the sum of false negative and false positive rates.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com