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The latter is also a good predictor of road distance, thus providing the best single model of travel from patient's residence to hospital.
Although the two single best learning models are SVM and MLP, the stacking-based ensemble model composed of MLP/CART, SVM, and LR in the first level and SVM in the second level often achieves the best performance measures.
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The best ensemble model achieves an error level significantly lower than the error of the best single model for four of the five medical applications analyzed.
Although the correlation coefficient of BMA_Best is less than the best single model, the bias of BMA_Best is the smallest compared with the eight models.
We identified the best single model predicting persistence using AIC model selection criterion.
The substantial differences between the kind of knowledge characteristic of classical mechanics and that found in much 20th century physics, biology and the human sciences have made the belief that there is a single model of scientific knowledge best represented by Newtonian physics increasingly untenable.
Relative deviance reduction of best single variable model is indicated by dashed horizontal line (associated with Figure 7C, E, respectively).
Minimum PM10 at CBMS lagged three days provided the best fit and was retained for the best single pollutant model.
Results of the two-phase models have been compared with that of the best single-phase model and the collected experimental data.
In total, roughly 45% of the targets that a model created from multiple templates are better than the best single-template model.
The final models based on the E-state descriptors (the best single individual set of descriptors) and consensus models for decomposition and MPs are publicly available on the OCHEM web site.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com