Research Article
A Novel Long- and Short-Term Memory Network with Time Series Data Analysis Capabilities
Table 6
Clustering results using different feature extraction methods.
| Dataset | Index | Wavelet transform | LSTM |
| Adiac | Acc | 0.6870 | 0.7097 | F-score | 0.6589 | 0.6686 |
| Beef | Acc | 0.7806 | 0.8110 | F-score | 0.8535 | 0.7874 |
| CBF | Acc | 0.8832 | 0.8724 | F-score | 0.8398 | 0.8289 |
| ChlorineCon | Acc | 0.6736 | 0.6887 | F-score | 0.6062 | 0.6510 |
| CinCECGTorso | Acc | 0.6321 | 0.6854 | F-score | 0.5752 | 0.5938 |
| Coffee | Acc | 0.6967 | 0.6882 | F-score | 0.7345 | 0.7245 |
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