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It is therefore crucial to evaluate and rank contending methods for accuracy estimation in genomic prediction in terms of their estimated predictive accuracies and degree of robustness to outliers in phenotypic datasets.
More precisely, we simulated 1000 datasets for each of 10 scenarios to evaluate the magnitude and direction of the influence of outliers on estimates of predictive accuracy for seven contending methods for accuracy estimation in genomic prediction.
Kohavi, R. A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection.
Fig. 7 Schematic view of elliptical arcs used for accuracy estimation.
40623_2017_749_MOESM1_ESM.xlsx Additional file 1. List of files used for accuracy estimation of pointing correction.
Then, the collected data from the proposed system were compared against the manually collected data for accuracy estimation.
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The rapid development of new learning algorithms increases the need for improved accuracy estimation methods.
Compared with the static test results, the reduced accuracy in the field experiment could be attributed to environmental factors such as the wind or clouds during the field experiment, which will undermine the benchmark for the accuracy estimation.
For more accuracy estimation of the B factors in Taiwan, expressions obtained from the 338 ground motions by nonlinear regression analyses are proposed for various site classes.
For method accuracy estimation under the interference of sunlight, 800 images taken by the prototype before sunrise were analyzed, with the average brightness ranging from <120 to ~240 for the saturation brightness value of 255, as shown in Supplementary Fig. S9b.
Sufficient conditions for inaccuracy or accuracy estimation of unknown parameters are also given.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com