Table 4 Algorithm accuracy for different algorithms and different training times using the HCILAB dataset
From: Who is behind the wheel? Driver identification and fingerprinting
Algorithm | 1Â min | 2Â min | 3Â min | 4Â min | 5Â min |
|---|---|---|---|---|---|
K-Nearest Neighbors | 0.9983 | 0.9984 | 0.9992 | 0.9993 | 1.0 |
Random Forest | 0.9999 | 1.0 | 1.0 | 1.0 | 1.0 |
Extra Trees | 0.9999 | 1.0 | 1.0 | 1.0 | 1.0 |
Decision Tree | 0.9988 | 0.9993 | 0.9994 | 0.9996 | 0.9997 |
Gradient Boosting | 0.9985 | 0.9994 | 0.9999 | 0.9999 | 1.0 |