Research Article
Classification Based on both Attribute Value Weight and Tuple Weight under the Cloud Computing
Table 4
The accuracy of CATW with improved FOIL gain measure.
| ā | FOIL | CMAR | CPAR | TW | AW(0.8)/TW | AW(0.5)/TW |
| Auto | 0.776 | 0.781 | 0.82 | 0.7984 | 0.7934 | 0.7883 | Cleve | 0.7423 | 0.822 | 0.815 | 0.7695 | 0.7907 | 0.8014 | Glass | 0.7156 | 0.701 | 0.744 | 0.7385 | 0.7481 | 0.7481 | Heart | 0.8148 | 0.822 | 0.826 | 0.8214 | 0.8095 | 0.8095 | Hepati | 0.78 | 0.805 | 0.794 | 0.8444 | 0.8579 | 0.8705 | Horse | 0.7124 | 0.826 | 0.842 | 0.7856 | 0.7915 | 0.8032 | Iono | 0.889 | 0.915 | 0.926 | 0.9109 | 0.9293 | 0.9263 | Iris | 0.9533 | 0.94 | 0.947 | 0.9583 | 0.9583 | 0.9583 | Labor | 0.7567 | 0.897 | 0.847 | 0.8148 | 0.9206 | 0.9365 | Lymph | 0.7424 | 0.831 | 0.823 | 0.8157 | 0.8380 | 0.8454 | Wine | 0.9379 | 0.95 | 0.955 | 0.9526 | 0.9708 | 0.9708 | Zoo | 0.9409 | 0.971 | 0.951 | 0.9503 | 0.9310 | 0.9310 |
| Average | 0.8134 | 0.8551 | 0.8575 | 0.8467 | 0.8616 | 0.8658 |
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