Table 2 Classification accuracy and interpretability of models on the lung cancer data set.
From: Building interpretable fuzzy models for high dimensional data analysis in cancer diagnosis
w 1 | w 2 | w 3 | Number of Rules | Average Rule Length | Testing Accuracy |
|---|---|---|---|---|---|
0.1 | 0.7 | 0.2 | 2 | 1.5 | 89.26 |
0.5 | 0.1 | 0.4 | 6 | 1.8 | 90.06 |
0.5 | 0.4 | 0.1 | 3 | 2 | 90.06 |
0.5 | 0.2 | 0.2 | 3 | 2 | 89.93 |
0.7 | 0.1 | 0.2 | 3 | 2 | 91.28 |
1 | 0 | 0 | 23 | 2 | 90.06 |