Sentence examples for classification penalty from inspiring English sources

Because we needed to set multiple hyper-parameters for the SVM and kernels, like order, shift and the classification penalty, we randomly split our dataset into 20% for model selection and 80% for (independent) training and testing (see Section 5).

After clustering analysis and adjusting the penalty factor, the classification effect of the modified SVM model is compared with the standard SVM model, as shown in Table 2.

In such models, the feature selection is embedded in the training process of classification algorithm by optimizing a penalty parameter (lambda).

By reducing the cut-off points of the predicted probability in the logistic regression the sensitivity of the model increases at the expense of the specificity in similar fashion to the misclassification penalty in the classification trees.

Iyengar [ 109] used a classification metric, CM, which assigns a penalty to a record if suppressions or generalizations assigns the record to a different majority class.

By the same token, misclassification of Ventricular Ectopic Beats or fusion beats as Supra-Ventricular Ectopic Beats bears the same penalty as an erroneous classification as a normal beat.

In a ruling issued last week, the federal agency classified the violations as "serious," a step below the most grievous classification of "willful," which carries higher penalties.

The results show that the average penalty savings over currently employed binary classification to be 51.93%.

For classification, a parameter setting the weight (w) of the penalty for training error on positive examples should be set if the number of positive and negative examples in the data set is unbalanced.

The extension of fused lasso from regression to large-margin classification is obtained simply by plugging the fused lasso penalty constraints into a large-margin empirical risk in (4).

"We are pleased that after the DOL's review regarding classification of two jobs at Zenefits, there were no penalties, fines or damages," Zenefits VP of Communications Jessica Hoffman said in a statement to TechCrunch.