Sentence examples for performance of the boosting from inspiring English sources
Moreover, to evaluate and compare the performance of the boosting, Lasso, and elastic net methods for identifying true important variables, a simulation study was conducted.
In each curve, we also plot the performance of the boosted cascade when all weak classifiers are known (noted CascadeF) to show the effect of missing weak classifiers on initial performance (best view in color).
Numeric experiments help quantify the performance of the boosted granular models and gain a detailed view at the efficiency of the boosting strategy vis-à-vis different design scenarios.
Despite the robust performance of the gradient boosting algorithm, its AUC performance was not significantly different (P> 0.05) from that of ANN, elastic net, SVM, RR, or logistic regression.
A combination of higher order sliding mode controller based on super twisting algorithm and predictive control techniques are implemented to improve the performance of the boost converter.
More specifically, bagging consistently exhibited a significantly better performance than either any of the boosting approaches examined.
The visual performance of the results boosts the details while preserving the information in the input image.
In this paper, the aim is to survey the performance of different boosting algorithms.
After selecting those hyperparameters, we perform an exploratory comparison (An experiment that uses an unbiased procedure to select the number of experts independently for boosting and bagging is described in Section 7). of the performance of boosting and bagging as the number of mixture components are increased, for the tasks of phoneme classification and speech recognition.
Svetnik et al. [11] compares the performance of gradient boosting machines against commonly used QSAR methods such as support vector machines for regression and classification problems involving only compounds.
Figure 7 compares the classification performance of bagging and boosting as the number of experts increases with that of the Bayes classifier trained on the full training data.
