Sentence examples for optimal classification rate from inspiring English sources
These methods help in eliminating pathway scores that do not contribute to making the distinction and highlighting specific pathways that together achieve an optimal classification rate.
The C-statistic (area under the receiver-operating-characteristic curve) [ 12], which summarized the sensitivity and specificity across the entire (0 to 1) range of probability cut points, is reported together with the sensitivity and specificity rates for the optimal classification table.
Validating out-of-sample data demonstrates that the optimal model provides a reasonably good overall classification rate of 81.54%.
The optimal classification of macroblocks and the optimal channel rate allocation are achieved by iterating two interdependent steps.
Logistic regression at the optimal threshold again had the highest overall classification rate (70.4%).
A predictor panel of 15 variables enabled an optimal classification by Random Forests with an error rate of 24±1%.
The d of the optimal linear combination was 3.00 (with a classification rate of 83%), which is larger than the d shuffled 2 of 2.05.
Taking the consensus of logistic regression with the optimal threshold and GENN resulted in the same sensitivity, specificity, and overall classification rate as using logistic regression with the optimal threshold alone (Table 6), as everyone called high-risk by logistic regression was also labeled high-risk by GENN.
Statistical prediction rules for two-class problems are generally designated to maximize the overall correct classification rate and to reflect an optimal balance of sensitivity and specificity.
This formula represents an optimal classification hyperplane, which can minimize the classification error rate and maximize the classification interval in the meantime.
The ACS needs several training sequences to produce the optimal solution, and adapting fuzzy ARTMAP parameters according to classification rate tends to require more category neurons and training epochs.
