Research Article
Employing Deep Learning and Time Series Analysis to Tackle the Accuracy and Robustness of the Forecasting Problem
Table 1
Error metric measurements: a performance comparison of daily and monthly violent crimes.
| Model | Daily violent crime | Monthly violent crime | RMSE | MAPE | RMSE | MAPE |
| ARIMA model | 201.96 | 81.84 | 583.09 | 6.90 | HW model | 40.60 | 17.39 | 536.51 | 7.20 | SES model | 39.60 | 16.37 | 973.01 | 13.28 | RNN-LSTM model | 13.42 | 4.75 | 18.42 | 6.03 |
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