Research Article
A Hybrid Deep Neural Network for Electricity Theft Detection Using Intelligent Antenna-Based Smart Meters
Table 15
Comparison analysis of proposed model with benchmark schemes on PRECON dataset.
| Models | Accuracy | Precision | Recall | -score | AUC |
| SVM | 0.94 | 0.91 | 0.92 | 0.92 | 0.93 | LR | 0.93 | 0.90 | 0.92 | 0.91 | 0.92 | LSTM | 0.83 | 0.92 | 0.91 | 0.91 | 0.91 | CNN-LSTM | 0.91 | 0.92 | 0.93 | 0.92 | 0.92 | CNN-GRU | 0.92 | 0.93 | 0.93 | 0.93 | 0.93 | CNN-GRU-PSO | 0.93 | 0.94 | 0.95 | 0.94 | 0.95 |
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