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During training, BA creates input data clusters as Gaussian categories, and also infers the conditional probabilities between input patterns and categories, and between categories and classes.
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Additional file 1: Glossary of categories and classes.
While the original purpose of the CLQ was to assess spatial associations between different categories (different classes of objects), it can also be used in analyses of spatial segregation, a phenomenon that occurs when members or ratings of the same category cluster spatially [ 23].
A U-shaped association was observed between BMI categories and mortality: patients with class I obesity were at lowest risk, while normal weight [hazard ratio (HR) 1.30, 95% confidence interval (CI) 1.15-1.47] and extremely obese patients (HR 1.33, 95% CI 1.02-1.74) highergher mortality.
A huge disconnect exists between DSM categories and treatment.
The risk categories based on soil properties were also useful in predicting Cd concentration in wheat but there were no differences between categories 2, 3 and 4, so for wheat three risk classes appeared more relevant.
Thirty four size categories of fibers were arbitrarily grouped into 11 categories, and coefficients of correlation between classes of dimensions and pleural tumors were calculated.
Similarly, the category "percentage of classes with fifty or more students" (the lower the percentage the better) leaves no room for a distinction between classes with sixty students and classes with six hundred.
The frequency counts of class assignments shows a strong relationship between number of categories and the distribution of day types available for testing (Fig. 1c).
Wikipediaʼs articles, categories and redirects are represented as classes, and can be efficiently searched, browsed, and iterated over.
A factorial design was used with factors verbal class (semantic vs. overlearned fluency) and switching between categories (no vs. yes).
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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