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The left/right-leg average concentration ratio remained about 1, and a balanced split was thus achieved.
The crucial role of achieving a balanced split of effective modal masses on the tuned mode is investigated, and highlighted as an essential ingredient to rely on a high TMD effectiveness in the seismic context.
Further, the PPV derived from the (balanced) split half CV approach becomes increasingly unrepresentative of the performance of the classifier for the unbalanced data.
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The balanced splitting predicts the temperature rise correctly but with an over-predicted peak.
The tested schemes include the Strang splitting, the balanced splitting, and a newly developed semi-implicit midpoint method.
For the extinction and ignition processes, both the balanced splitting and midpoint method can yield accurate predictions, whereas the Strang splitting can lead to significant shifts on the ignition/extinction processes or even unphysical results.
The latter estimator is a variant of the well-known 10-fold cross-validation estimator which is calculated by balanced splitting of the data into 10 non-overlapping sample sets used for testing (while each complementing set is used for training) and averaging the test errors.
The accumulation of balanced split-reads (i.e., split in the middle of the read) and unbalanced split-reads (i.e., split on one side of the read) at a specific genomic locus is the signature of a rearrangement junction.
Models based on gene expression and clinical information collectively gave more balanced splits of low vs. high-risk patients, with median numbers of 31 vs. 40 for mortality and 34 vs. 37 for recurrence, respectively.
One could create finer splitting points (e.g. deciles or centiles) to better approximate the continuous nature of the exposures; however, if statistical significance is used to determine the best split, the aforementioned tendency to select more balanced splits could become more pronounced as the number of potential splits increases.
For the sustainable and decaying oscillatory combustion from cool flames, both the Strang splitting and the midpoint method can successfully capture the dynamic behavior, whereas the balanced splitting scheme results in significant errors.
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