Table 1 Statistics of DL models in seven domains of financial applications
From: Deep learning in finance and banking: A literature review and classification
| Â | ANN/DNN/FNN/MLP | CNN | LSTM | RNN(O) | RL | DBN | RBM | Total | |
|---|---|---|---|---|---|---|---|---|---|
1 | Exchange rate prediction | 3 | 1 | 0 | 0 | 0 | 2 | 0 | 6 |
2 | Stock market prediction | 6 | 3 | 7 | 4 | 0 | 0 | 2 | 22 |
3 | Stock trading | 6 | 1 | 3 | 3 | 6 | 0 | 0 | 19 |
4 | Banking default risk and credit | 3 | 1 | 1 | 0 | 1 | 0 | 0 | 6 |
5 | Portfolio management | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 3 |
6 | Macroeconomic prediction | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
7 | Oil price prediction | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
Total | 22 | 6 | 11 | 8 | 8 | 2 | 2 | 59 | |