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) | 0.79 | 0.8 | 0.77 | 0.78 | 0.65 | 0.73 | 0.91 | 0.9 | 0.5 | 0.5 | 0.79 | 0.81 |
[12–15) | 0.79 | 0.79 | 0.76 | 0.76 | 0.83 | 0.83 | 0.92 | 0.91 | 0.72 | 0.69 | 0.86 | 0.81 |
[15–18) | 0.74 | 0.76 | 0.78 | 0.78 | 0.85 | 0.9 | 0.89 | 0.86 | 0.78 | 0.8 | 0.83 | 0.81 |
[18–21) | 0.73 | 0.73 | 0.75 | 0.75 | 0.78 | 0.78 | 0.85 | 0.86 | 0.78 | 0.8 | 0.82 | 0.82 |
[21–24) | 0.74 | 0.74 | 0.81 | 0.83 | 0.79 | 0.8 | 0.5 | 0.5 | 0.79 | 0.82 | 0.82 | 0.82 |
(b) Neural Network | ||||||||||||
[9–12) | 0.75 | 0.75 | 0.74 | 0.75 | 0.67 | 0.67 | 0.83 | 0.82 | 0.5 | 0.5 | 0.71 | 0.73 |
[12–15) | 0.78 | 0.77 | 0.79 | 0.77 | 0.78 | 0.75 | 0.8 | 0.8 | 0.79 | 0.75 | 0.71 | 0.72 |
[15–18) | 0.74 | 0.76 | 0.73 | 0.73 | 0.68 | 0.67 | 0.77 | 0.77 | 0.8 | 0.82 | 0.73 | 0.67 |
[18–21) | 0.73 | 0.72 | 0.7 | 0.7 | 0.73 | 0.73 | 0.79 | 0.78 | 0.81 | 0.78 | 0.76 | 0.77 |
[21–24) | 0.69 | 0.69 | 0.8 | 0.81 | 0.79 | 0.75 | 0.66 | 0.68 | 0.82 | 0.85 | 0.71 | 0.73 |
(c) Support Vector Machine | ||||||||||||
[9–12) | 0.59 | 0.6 | 0.6 | 0.6 | 0.68 | 0.68 | 0.61 | 0.66 | 0.5 | 0.5 | 0.5 | 0.5 |
[12–15) | 0.66 | 0.7 | 0.57 | 0.57 | 0.52 | 0.52 | 0.6 | 0.63 | 0.55 | 0.55 | 0.5 | 0.58 |
[15–18) | 0.6 | 0.63 | 0.55 | 0.58 | 0.5 | 0.5 | 0.66 | 0.69 | 0.5 | 0.52 | 0.5 | 0.55 |
[18–21) | 0.53 | 0.54 | 0.57 | 0.58 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 |
[21–24) | 0.59 | 0.6 | 0.62 | 0.65 | 0.57 | 0.57 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 |
(d) Logistic Regression | ||||||||||||
[9–12) | 0.56 | 0.56 | 0.61 | 0.64 | 0.53 | 0.54 | 0.57 | 0.57 | 0.5 | 0.5 | 0.6 | 0.62 |
[12–15) | 0.57 | 0.57 | 0.59 | 0.59 | 0.5 | 0.5 | 0.53 | 0.53 | 0.52 | 0.58 | 0.54 | 0.55 |
[15–18) | 0.55 | 0.55 | 0.59 | 0.59 | 0.6 | 0.64 | 0.56 | 0.61 | 0.62 | 0.62 | 0.53 | 0.53 |
[18–21) | 0.53 | 0.55 | 0.54 | 0.54 | 0.5 | 0.52 | 0.58 | 0.58 | 0.6 | 0.6 | 0.51 | 0.52 |
[21–24) | 0.54 | 0.54 | 0.65 | 0.65 | 0.54 | 0.56 | 0.5 | 0.5 | 0.64 | 0.64 | 0.52 | 0.52 |
(e) Ensemble | ||||||||||||
[9–12) | 0.72 | 0.72 | 0.51 | 0.6 | 0.5 | 0.5 | 0.74 | 0.75 | 0.5 | 0.5 | 0.53 | 0.54 |
[12–15) | 0.7 | 0.71 | 0.59 | 0.57 | 0.5 | 0.52 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 |
[15–18) | 0.64 | 0.68 | 0.61 | 0.66 | 0.5 | 0.55 | 0.52 | 0.7 | 0.51 | 0.54 | 0.53 | 0.53 |
[18–21) | 0.52 | 0.59 | 0.55 | 0.52 | 0.5 | 0.56 | 0.61 | 0.73 | 0.5 | 0.5 | 0.5 | 0.58 |
[21–24) | 0.58 | 0.64 | 0.65 | 0.74 | 0.61 | 0.64 | 0.5 | 0.5 | 0.5 | 0.51 | 0.5 | 0.5 |