Research Article
A Micro Neural Network for Healthcare Sensor Data Stream Classification in Sustainable and Smart Cities
Table 4
The performance comparison between MicroNN and state-of-the-art methods based on INCART.
| Work | Overall ACC(%) | N (%) | S (%) | V (%) | PRE | REC | F1 | PRE | REC | F1 | PRE | REC | F1 |
| MicroNN | 98.1 | 99.0 | 99.0 | 99.0 | 88.3 | 91.1 | 85.6 | 95.5 | 95.0 | 95.2 | Merdjanovska and Rashkovska [52] | 94.3 | 97.7 | 93.8 | 95.7 | 69.3 | 75.0 | 72.0 | 95.7 | 86.1 | 90.6 | Bidias àMougoufan et al. [53] | 81.9 | 97.7 | 95.9 | 96.8 | 61.8 | 80.8 | 70.0 | 60.9 | 69.1 | 64.7 | Sun et al. [42] | 99.7 | 99.7 | 100 | 99.8 | 60.8 | 90.2 | 72.7 | 99.0 | 94.2 | 96.5 |
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