Research Article
Neighborhood Hypergraph Based Classification Algorithm for Incomplete Information System
| No. | Data set | C4.5 | SVM | NaiveBayes | NN | Rough (incomplete) | Rough (complete) | HyperGraph |
| 1 | Mammographic | 0.823 | 0.817 | 0.834 | 0.798 | 0.680 | 0.649 | 0.834 | 2 | Blood | 0.775 | 0.762 | 0.751 | 0.721 | 0.600 | 0.480 | 0.765 | 3 | Credit Approval | 0.861 | 0.849 | 0.777 | 0.846 | 0.609 | 0.217 | 0.861 | 4 | Balance | 0.653 | 0.878 | 0.890 | 0.819 | 0.635 | 0.635 | 0.861 | 5 | ILPD | 0.703 | 0.714 | 0.559 | 0.638 | 0.310 | 0.069 | 0.705 | 6 | Haberman | 0.722 | 0.735 | 0.748 | 0.680 | 0.548 | 0.258 | 0.752 | 7 | Hungarian | 0.810 | 0.827 | 0.837 | 0.769 | 0.400 | 0.233 | 0.845 | 8 | Statlog Heart | 0.762 | 0.810 | 0.829 | 0.795 | 0.259 | 0.259 | 0.843 | 9 | Spect Heart | 0.809 | 0.824 | 0.794 | 0.764 | 0.556 | 0.704 | 0.841 | 10 | Bankruptcy | 0.972 | 0.988 | 0.992 | 0.996 | 0.998 | 0.840 | 0.996 | 11 | Sonar | 0.755 | 0.764 | 0.678 | 0.760 | 0.429 | 0.715 | 0.792 | 12 | Iris | 0.913 | 0.927 | 0.953 | 0.880 | 0.933 | 0.667 | 0.960 | 13 | Fertility | 0.880 | 0.880 | 0.880 | 0.820 | 0.880 | 0.500 | 0.880 | 14 | Postoperative | 0.700 | 0.689 | 0.678 | 0.656 | 0.333 | 0.556 | 0.711 | 15 | Lenses | 0.750 | 0.583 | 0.667 | 0.667 | 0.667 | 0.333 | 0.733 | ā | Average | 0.793 | 0.803 | 0.791 | 0.774 | 0.584 | 0.474 | 0.825 |
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