Research Article
Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization
Table 7
Results of Student’s t-test on without resampled data.
| Dataset name | Obj | Alpha = 0.01 | Alpha = 0.05 | H | value | Lower bound | Upper bound | H | value | Lower bound | Upper bound |
| Cleveland | PAC | 0 | 0.107409014 | 93.63760552 | 94.15613048 | 0 | 0.107409014 | 93.70719481 | 94.08654119 | SEN | 0 | 0.119440215 | 93.37174786 | 93.52239194 | 0 | 0.119440215 | 93.39196524 | 93.50217457 | SPE | 0 | 0.110406058 | 94.4269811 | 94.85972715 | 0 | 0.110406058 | 94.48505832 | 94.80164993 |
| Statlog | PAC | 0 | 0.198452296 | 89.40087856 | 89.71350963 | 0 | 0.198452296 | 89.4428356 | 89.67155259 | SEN | 0 | 0.113684201 | 87.8202939 | 88.13645358 | 0 | 0.113684201 | 87.8627245 | 88.09402298 | SPE | 0 | 0.085172965 | 90.21689475 | 90.78345951 | 0 | 0.085172965 | 90.29293128 | 90.70742299 |
| Spect | PAC | 0 | 0.09899382 | 88.79823642 | 89.22375777 | 0 | 0.09899382 | 88.85534404 | 89.16665015 | SEN | 0 | 0.102037465 | 91.52271275 | 91.98167028 | 0 | 0.102037465 | 91.58430772 | 91.92007531 | SPE | 0 | 0.094031375 | 75.19513272 | 75.64666638 | 0 | 0.094031375 | 75.25573136 | 75.58606775 |
| Spectf | PAC | 0 | 0.091447714 | 89.90632221 | 90.34258368 | 0 | 0.091447714 | 89.96487122 | 90.28403467 | SEN | 0 | 0.085170746 | 93.2108793 | 93.62575965 | 0 | 0.085170746 | 93.26655883 | 93.57008011 | SPE | 0 | 0.086020283 | 75.50805229 | 76.1105871 | 0 | 0.086020283 | 75.58891622 | 76.02972317 |
| Eric | PAC | 0 | 0.123534674 | 89.66246147 | 90.03031881 | 0 | 0.123534674 | 89.71183022 | 89.98095006 | SEN | 0 | 0.127198304 | 87.50689214 | 87.66497294 | 0 | 0.127198304 | 87.52810757 | 87.64375751 | SPE | 0 | 0.166768736 | 91.88301746 | 91.98548668 | 0 | 0.166768736 | 91.89676947 | 91.97173467 |
| WBC | PAC | 0 | 0.104809721 | 97.89345297 | 98.02702302 | 0 | 0.104809721 | 97.91137891 | 98.00909708 | SEN | 0 | 0.103386039 | 96.30307823 | 96.68720924 | 0 | 0.103386039 | 96.35463101 | 96.63565646 | SPE | 0 | 0.108706462 | 98.37053699 | 98.78539395 | 0 | 0.108706462 | 98.42621338 | 98.72971756 |
| Hepatitis | PAC | 0 | 0.131198082 | 92.0423242 | 92.32294757 | 0 | 0.131198082 | 92.07998561 | 92.28528616 | SEN | 0 | 0.270421552 | 80.5671699 | 80.85759447 | 0 | 0.270421552 | 80.60614669 | 80.81861768 | SPE | 0 | 0.141041289 | 94.26694606 | 94.66132599 | 0 | 0.141041289 | 94.31987431 | 94.60839774 |
| Thyroid | PAC | 0 | 0.171022773 | 97.15734101 | 97.84211907 | 0 | 0.171022773 | 97.2492425 | 97.75021758 | SEN | 0 | 0.189226475 | 94.54448673 | 94.93137205 | 0 | 0.189226475 | 94.59640916 | 94.87944963 | SPE | 0 | 0.209391475 | 98.4352079 | 98.84065802 | 0 | 0.209391475 | 98.48962183 | 98.78624408 |
| Parkinson | PAC | 0 | 0.100403912 | 96.04769583 | 96.49955298 | 0 | 0.100403912 | 96.10833788 | 96.43891093 | SEN | 0 | 0.118064733 | 97.14392547 | 97.46967293 | 0 | 0.118064733 | 97.18764281 | 97.42595559 | SPE | 0 | 0.132191436 | 92.30860837 | 92.78786405 | 0 | 0.132191436 | 92.37292747 | 92.72354494 |
| Pima Indian diabetics | PAC | 0 | 0.092109816 | 80.171399 | 80.70052364 | 0 | 0.092109816 | 80.24241083 | 80.62951182 | SEN | 0 | 0.085031456 | 76.12631776 | 76.69348033 | 0 | 0.085031456 | 76.20243452 | 76.61736358 | SPE | 0 | 0.165042763 | 81.90646042 | 82.11053899 | 0 | 0.165042763 | 81.93384904 | 82.08315037 |
| BUPA liver disease | PAC | 0 | 0.155271161 | 70.23491732 | 70.49206105 | 0 | 0.155271161 | 70.26942761 | 70.45755076 | SEN | 0 | 0.114021708 | 67.20708253 | 67.52742545 | 0 | 0.114021708 | 67.25007455 | 67.48443343 | SPE | 0 | 0.145476728 | 73.12029125 | 73.35511283 | 0 | 0.145476728 | 73.15180577 | 73.32359831 |
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