Data Imputation for Detected Traffic Volume of Freeway Using Regression of Multilayer Perceptron

Table 7

Comparison of imputation results of different models on continuous missing (MAPE).

Imputation method	Subset I (α = 10%)	Subset II (α = 30%)	Imputation method	Subset I (α = 10%)	Subset II (α = 30%)
MLP-MICE	4.42	14.88	Random Forest	5.72	17.11
MLP	5.75	16.17	Ababoost	6.77	29.71
KNN	7.33	25.51	Gradient rise	5.71	17.37
Decision tree	8.68	19.77	Bagging	7.51	21.44
SVR	8.38	91.97	Extremely random tree	7.69	24.15