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This information is used to improve overall generalization capability of the system.
Boosted ARTMAP generalizes upon Fuzzy ARTMAP by allowing non-zero training error in an effort to reduce the hypothesis complexity and hence improve overall generalization performance.
Overall, generalization to new responses, media, and context was seen both in the posttests embedded within the computerized program and in game probes.
The parameters of SVM are optimized to improve the overall generalization performance, and the traditional SVM is modified to an asymmetrical SVM to treat the false accept and false reject cases differently and to handle the unbalanced data of a specific class with respect to the other classes.
The study findings are limited in terms of overall generalization due to the small study sample size and it was health institution based.
For predicting drug susceptibility against a panel of drugs, we propose a novel Bayesian formulation that combines kernel-based non-linear dimensionality reduction (Schölkopf and Smola, 2002) and binary classification (or regression) in a 'multitask learning' framework (Caruana, 1997), which tries to solve distinct but related tasks jointly to improve overall generalization performance.
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Comparative pathogenesis studies demonstrated a delay in RB-C22v spread to, and decreased replication in the tonsils, a 102 to 107 log10 reduction in virus titers in lymphoid tissues and blood, and an overall delay in generalization of infection relative to BICv.
System design was optimized using a combination of 4 textural and morphological features with 78.6% overall accuracy, whereas system generalization was 73.8%±3.2%.
Yet even when the host nation has withdrawn with questionable or no gains in a war, face-saving accounts of history fraught with factual misrepresentations, generalizations, and overall misunderstandings of the differences between the two sides mark the display labels and placards.
"We consider that there is an excess of generalization in the overall analysis on the diminishing strength of emerging markets," said Hernán Lorenzino, Argentina's economy minister, "without due distinction of regions with stronger positions and buffers".
Overall, it seemed that the generalization ability of the empirical non-linear calibration relationship was much better than the previous calibrations and the fitting error of the model was less.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com