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We also tried changing minimum support threshold to observe the change in accuracy and f1 score.
In correcting for fairness, there may be a decline in the model's accuracy, and the tool illustrates any change in accuracy that may result.
When we determined that there was no discernable change in accuracy, we decided to eliminate this component from the calculation in order to preserve speed of execution.
The researchers measured the "multitasking cost" for the participants as the change in accuracy from doing the sign task by itself, to doing the sign task and driving the car at the same time.
Still, he added that this was "the most dramatic change in accuracy" since 1979, "and as we add more data to the training we believe that we will get even better results".
We found a positive correlation between percentage change in accuracy during training and change in age-equivalence in mathematics based on the MALT [non-parametric (Spearman) correlation: r s = 0.75, p = 0.005, 95% confidence intervals (CI) with bias-corrected and accelerated percentile bootstrap method with 10,000 resampling to exclude potential effects of outliers [0.12, 0.97]] (Fig. 4a).
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To explore this further, we calculated the change in accuracies between each step of signature size for signatures derived from the same dataset.
In addition, the changes in the total SF-MPQ2 scores were significantly correlated with the changes in accuracy using the contralateral currents (n=30, R=0.51, P=0.0044, Spearman's rank correlation coefficient), but not with accuracy using ipsilateral currents (n=30, R=−0.14, P=0.47, Spearman's rank correlation coefficient).
This study also found differences in the longitudinal changes in accuracy of L2 writing depending on the types of errors that are included in the operational definition of accuracy.
The study found that students' writing improved after three years of study but only in terms of fluency; changes in accuracy, grammatical and lexical complexity, as well as global scores of writing fell short of significance.
Fig. 6 Analysis of the changes in accuracy for different steps during the SVM optimization procedure.
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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