Research Article
A Hybrid Deep Neural Network for Electricity Theft Detection Using Intelligent Antenna-Based Smart Meters
Table 17
Statistical test on proposed with existing models.
| | 5x2cv paired test | |
| Models | -statistic | value | Proposed and SVM | -0.678 | 0.528 | Proposed and LR | 0.223 | 0.489 | Proposed and LSTM | 0.449 | 0.672 | Proposed and CNNLSTM | 0.295 | 0.780 | | 5x2cv paired test | | Proposed and SVM | 1.253 | 0.078 | Proposed and LR | 1.968 | 0.049 | Proposed and LSTM | 2.035 | 0.215 | Proposed and CNNLSTM | 2.295 | 0.0236 | | McNemar’s test | | Proposed and SVM | 1.789 | 0.0569 | Proposed and LR | 2.365 | 0.0422 | Proposed and LSTM | 4.369 | 0.1258 | Proposed and CNNLSTM | 3.269 | 0.056 |
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