Research Article
A Novel Hepatocellular Carcinoma Image Classification Method Based on Voting Ranking Random Forests
Table 4
The experiment results of proposed VRRF method combined with 10-fold cross-validation.
| | | Experiment times | | | First time | Second time | Third time | Fourth time | Fifth time | Sixth time | Seventh time | Eighth time | Ninth time | Tenth time |
| | Onefold | 1 | 0.8431 | 1 | 0.9608 | 0.9902 | 0.8824 | 1 | 1 | 1 | 1 | | Twofold | 1 | 1 | 0.9903 | 1 | 1 | 0.8812 | 1 | 0.9505 | 1 | 1 | | Threefold | 0.9903 | 0.9314 | 0.9902 | 1 | 0.9902 | 1 | 1 | 1 | 0.9406 | 0.9608 | | Fourfold | 0.9804 | 1 | 0.9505 | 1 | 1 | 1 | 1 | 0.9903 | 0.8431 | 1 | | Fivefold | 1 | 1 | 1 | 1 | 0.9903 | 0.9706 | 0.9208 | 0.9604 | 0.9902 | 0.9903 | | Sixfold | 0.9307 | 0.9804 | 1 | 1 | 1 | 0.9902 | 1 | 0.9314 | 0.9902 | 1 | | Sevenfold | 0.9903 | 1 | 1 | 0.8515 | 1 | 0.8911 | 0.9510 | 1 | 1 | 1 | | Eightfold | 0.9703 | 1 | 1 | 0.9903 | 1 | 1 | 0.8713 | 0.9901 | 0.9903 | 1 | | Ninefold | 1 | 0.9903 | 1 | 0.9902 | 0.9314 | 1 | 1 | 0.9902 | 1 | 1 | | Tenfold | 1 | 1 | 1 | 0.9903 | 0.9903 | 1 | 0.8431 | 1 | 1 | 0.9902 |
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