High-Performance Machine Learning for Large-Scale Data Classification considering Class Imbalance

Table 7

The accuracy comparisons using the Vehicle Silhouettes dataset.

Algorithm	Testing dataset accuracy (%)	Epochs
Improved BPNN	83.465	245
Self-adaptive BPNN	80.709	465
Traditional BPNN	74.803	993
SVM	44.488	/