Table 1 Accuracy (in %) comparison between K-fold and General validation for tick data
From: Indian stock market prediction using artificial neural networks on tick data
No. | Algorithms | K-fold validation | General validation | ||||||
|---|---|---|---|---|---|---|---|---|---|
Train | Valid | Test | All | Train | Valid | Test | All | ||
1 | SCG | 99.943 | 99.938 | 99.947 | 99.943 | 99.934 | 99.932 | 99.939 | 99.934 |
2 | LM | 99.983 | 99.974 | 99.83 | 99.982 | 99.983 | 99.984 | 99.981 | 99.983 |
3 | BR | 99.984 | – | 99.971 | 99.981 | 99.984 | – | 99.98 | 99.983 |