Table 3 The % accurately classified by the top three models after training and testing
From: Using machine learning algorithms to identify genes essential for cell survival
Set 1 | Train | Test | Set 2 | Train | Test | Set 3 | Train | Test |
J48 | 99.50 | 94.50 | J48 | 99.00 | 93.00 | J48 | 99.50 | 94.50 |
SMO | 100.00 | 96.25 | RandomForest | 100.00 | 97.50 | SMO | 100.00 | 94.50 |
NaiveBayes | 98.00 | 86.50 | SMO | 100.00 | 93.00 | NaiveBayes | 98.50 | 84.25 |
Set 4 | Train | Test | Set 5 | Train | Test | Â | Â | Â |
J48 | 99.00 | 92.40 | J48 | 99.50 | 99.20 | Â | Â | Â |
SMO | 100.00 | 93.00 | SMO | 100.00 | 98.50 | Â | Â | Â |
NaiveBayes | 94.20 | 89.00 | oneR | 96.60 | 97.10 | Â | Â | Â |