Research Article
A Novel Ensemble Credit Scoring Model Based on Extreme Learning Machine and Generalized Fuzzy Soft Sets
Table 5
Results for all single classifiers with AEnet-based feature selection.
| Data set | Performance measurement | Single classifiers | C5.0 | SVM-R | DBN | Bayes | ELM |
| Germany | AUC | 0.690 | 0.756 | 0.762 | 0.774 | 0.768 | HM | 0.181 | 0.295 | 0.248 | 0.267 | 0.268 | BS | 0.230 | 0.163 | 0.172 | 0.192 | 0.173 | ACC | 0.751 | 0.759 | 0.752 | 0.758 | 0.765 | Australia | AUC | 0.882 | 0.902 | 0.915 | 0.912 | 0.883 | HM | 0.614 | 0.635 | 0.642 | 0.623 | 0.624 | BS | 0.121 | 0.104 | 0.131 | 0.121 | 0.130 | ACC | 0.749 | 0.750 | 0.755 | 0.741 | 0.748 | Japan | AUC | 0.861 | 0.910 | 0.919 | 0.910 | 0.878 | HM | 0.608 | 0.621 | 0.631 | 0.622 | 0.622 | BS | 0.116 | 0.112 | 0.126 | 0.113 | 0.119 | ACC | 0.749 | 0.752 | 0.766 | 0.753 | 0.758 | Iran | AUC | 0.631 | 0.650 | 0.612 | 0.723 | 0.638 | HM | 0.137 | 0.118 | 0.108 | 0.212 | 0.117 | BS | 0.068 | 0.071 | 0.078 | 0.072 | 0.081 | ACC | 0.652 | 0.645 | 0.650 | 0.652 | 0.658 | Bene 1 | AUC | 0.770 | 0.810 | 0.806 | 0.773 | 0.798 | HM | 0.312 | 0.345 | 0.336 | 0.302 | 0.320 | BS | 0.233 | 0.177 | 0.184 | 0.264 | 0.241 | ACC | 0.721 | 0.746 | 0.719 | 0.721 | 0.753 | Bene 2 | AUC | 0.763 | 0.824 | 0.815 | 0.780 | 0.796 | HM | 0.354 | 0.386 | 0.269 | 0.285 | 0.326 | BS | 0.132 | 0.119 | 0.137 | 0.125 | 0.137 | ACC | 0.734 | 0.734 | 0.715 | 0.723 | 0.747 | Shuttle | AUC | 0.652 | 0.682 | 0.686 | 0.723 | 0.729 | HM | 0.323 | 0.337 | 0.363 | 0.321 | 0.362 | BS | 0.242 | 0.155 | 0.156 | 0.188 | 0.165 | ACC | 0.685 | 0.699 | 0.743 | 0.707 | 0.727 | Skin_segment | AUC | 0.832 | 0.756 | 0.796 | 0.812 | 0.813 | HM | 0.495 | 0.562 | 0.558 | 0.550 | 0.582 | BS | 0.141 | 0.106 | 0.098 | 0.158 | 0.120 | ACC | 0.675 | 0.692 | 0.712 | 0.696 | 0.702 | MiniBooNE | AUC | 0.822 | 0.845 | 0.830 | 0.844 | 0.841 | HM | 0.662 | 0.566 | 0.553 | 0.633 | 0.589 | BS | 0.151 | 0.113 | 0.125 | 0.166 | 0.135 | ACC | 0.707 | 0.704 | 0.689 | 0.704 | 0.717 | LC2017Q1 | AUC | 0.591 | 0.563 | 0.557 | 0.678 | 0.678 | HM | 0.107 | 0.068 | 0.056 | 0.183 | 0.125 | BS | 0.067 | 0.067 | 0.071 | 0.072 | 0.079 | ACC | 0.682 | 0.687 | 0.681 | 0.696 | 0.719 |
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