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.

ModelDaily violent crimeMonthly violent crime
RMSEMAPERMSEMAPE

ARIMA model201.9681.84583.096.90
HW model40.6017.39536.517.20
SES model39.6016.37973.0113.28
RNN-LSTM model13.424.7518.426.03