Thus, we found that the minimum number of median-ranked genes needed for recovering similar subspecies classification attained using the 50 median-ranked genes was three.
This is in accordance with the classification attained in the original article (Ravasi et al., 2010), but there interpreted as misclassification.
The quantitative comparison is based on a classification criterion, i.e. the objective function is the classification accuracy attained with a pattern recognition algorithm, as described in Section 2.5.
This is based partly on the classification accuracies attained by the CPNN, MLP and RBFN which were 97.8, 77.8 and 96.2%, respectively.
Analyses of sociodemographic factors and tobacco chewing were based on the data in cross-classifications by attained age (5-year category), and other covariates.
However, the MICA-SVM algorithm achieved average classification ratios: 97.37% and 98.52% respectively under the 100 trials of 50% HOCV and 10-fold CV, which were much higher than the corresponding average 83.79% and 86.61% level classification ratios attained by the four peers under the same cross validations.
The results indicate that with a combination of two morphological and four texture properties, classification levels attain 91 94% accuracy, depending on the type of classification model (LDA or KNN).
The analysis and rearrangement of facts which is indispensable to the growth of knowledge and power of explanation and right classification cannot be attained purely mentally — just inside the head.
In order to mitigate concerns with classification error on attained schooling, we collapse our years of education variable into four categories: 12 13 years, 14 15, 16 17, and over 18 years of completed education.
Very high or close to maximum classification performance was attained below a time constant of 20 ms in most cases and for all stimulus types that were investigated here.
