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Table 6 AUC comparison with and without dynamic features for New York City. “wod” and “wd” represent without and with dynamic features, respectively

From: Crime event prediction with dynamic features

Time interval

Theft

Drug Offence

Assault

Fraud

Unlawful Entry

Traffic Offence

wod

wd

wod

wd

wod

wd

wod

wd

wod

wd

wod

wd

(a) Random Forest

[9–12)

0.64

0.65

0.75

0.76

0.65

0.66

0.69

0.71

0.67

0.68

0.8

0.8

[12–15)

0.67

0.68

0.76

0.77

0.65

0.66

0.71

0.72

0.64

0.66

0.83

0.82

[15–18)

0.68

0.69

0.76

0.77

0.66

0.67

0.7

0.72

0.64

0.66

0.8

0.8

[18–21)

0.66

0.67

0.76

0.77

0.65

0.66

0.72

0.73

0.67

0.68

0.8

0.82

[21–24)

0.62

0.64

0.75

0.7

0.66

0.67

0.72

0.73

0.65

0.65

0.8

0.8

(b) Neural Network

[9–12)

0.66

0.66

0.74

0.71

0.66

0.66

0.7

0.68

0.66

0.68

0.74

0.74

[12–15)

0.69

0.69

0.76

0.77

0.66

0.66

0.72

0.73

0.65

0.66

0.75

0.76

[15–18)

0.7

0.7

0.76

0.76

0.68

0.68

0.68

0.7

0.65

0.65

0.73

0.72

[18–21)

0.68

0.68

0.77

0.76

0.67

0.67

0.68

0.69

0.65

0.65

0.75

0.74

[21–24)

0.65

0.65

0.77

0.77

0.67

0.68

0.68

0.66

0.65

0.65

0.74

0.74

(c) Support Vector Machine

[9–12)

0.65

0.66

0.74

0.74

0.68

0.68

0.69

0.68

0.68

0.69

0.81

0.8

[12–15)

0.68

0.68

0.76

0.76

0.67

0.67

0.7

0.71

0.66

0.66

0.79

0.77

[15–18)

0.68

0.69

0.75

0.76

0.67

0.68

0.73

0.73

0.67

0.67

0.8

0.78

[18–21)

0.67

0.67

0.77

0.77

0.67

0.67

0.72

0.73

0.66

0.66

0.83

0.8

[21–24)

0.64

0.64

0.77

0.77

0.68

0.68

0.72

0.71

0.67

0.68

0.79

0.78

(d) Logistic Regression

[9–12)

0.64

0.64

0.71

0.72

0.67

0.67

0.68

0.66

0.67

0.67

0.76

0.74

[12–15)

0.66

0.67

0.74

0.75

0.66

0.66

0.67

0.67

0.65

0.66

0.76

0.75

[15–18)

0.67

0.67

0.74

0.74

0.67

0.67

0.69

0.7

0.65

0.65

0.7

0.71

[18–21)

0.66

0.66

0.76

0.76

0.66

0.66

0.71

0.71

0.66

0.66

0.73

0.72

[21–24)

0.62

0.62

0.76

0.76

0.67

0.67

0.71

0.71

0.67

0.67

0.73

0.73

(e) Ensemble

[9–12)

0.66

0.67

0.76

0.76

0.69

0.69

0.72

0.72

0.7

0.69

0.85

0.79

[12–15)

0.69

0.69

0.78

0.78

0.68

0.67

0.75

0.75

0.68

0.68

0.83

0.83

[15–18)

0.71

0.71

0.78

0.77

0.68

0.68

0.74

0.74

0.69

0.7

0.83

0.83

[18–21)

0.69

0.69

0.79

0.79

0.68

0.68

0.72

0.74

0.67

0.67

0.84

0.84

[21–24)

0.66

0.66

0.78

0.78

0.69

0.69

0.74

0.74

0.71

0.71

0.83

0.83