Research Article

Rapid Driving Style Recognition in Car-Following Using Machine Learning and Vehicle Trajectory Data

Table 7

The evaluation results of driving style based on SVM using the statistical method.

FeaturesAccuracyPrecisionRecall

66.2%51.6%12.7%
79.7%72.6%65.1%
83.5%80.4%68.3%
78.7%71.2%62.7%
83.2%79.6%68.3%
84.6%79.5%73.8%
85.7%79.2%78.6%

: using polynomial kernel function, in SVM to produce better results.