Research Article
Research on Partial Least Squares Method Based on Deep Confidence Network in Traditional Chinese Medicine
Table 5
Comparison of experimental results.
| Data name | PLS | RBM-PLS | DBN(3)-PLS | DBN(4)-PLS | DBN(5)-PLS | RMSE | R2 | RMSE | R2 | RMSE | R2 | RMSE | R2 | RMSE | R2 |
| DCQT | 0.9687 | 0.6942 | 0.6934 | 0.7962 | 0.2797 | 0.9421 | 0.3420 | 0.9135 | 0.3479 | 0.9105 | Housing | 40.9841 | 0.1987 | 41.2391 | 0.1813 | 33.4516 | 0.3680 | 37.2034 | 0.3017 | 40.1487 | 0.2330 | AirQuality | 74.5369 | 0.9247 | 76.1351 | 0.6209 | 17.5692 | 0.9487 | 18.0087 | 0.9460 | 18.3622 | 0.9439 | CBM | 0.0634 | 0.6935 | 0.0165 | 0.5010 | 0.0075 | 0.7940 | 0.0075 | 0.7919 | 0.0076 | 0.7879 |
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