Table 8.
Comparison of relationships between CNN, RNN ANN networks
| Method | RNN | LSTM | CNN | ANN |
|---|---|---|---|---|
| Features and application | ||||
| Data | Series Data (time series, text, audio) | Series Data (time series, text, audio) | Image, Video | Tabular Data |
| Feedback relationship | YES | YES | NO | NO |
| Parameter sharing | YES | YES | YES | NO |
| Spatial relationships | NO | NO | YES | NO |
| Vanishing and exploding gradient | YES | NO | YESS | YES |
| Deep Learning Neural Network | YES | YES | YES | NO |
| Criteria Evaluation (confusion matrix) | YES | YES | YES | YES |