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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 1 min 2 min 3 min 4 min 5 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