Research Article
The Construction of Support Vector Machine Classifier Using the Firefly Algorithm
Table 3
The Matthews correlation coefficient for Table
2.
| Data set | Firefly-SVM | PSO-SVM | LIBSVM |
| SPECTF heart | 0.5104 | 0.4453 | 0.4592 | Breast Cancer Wisconsin (diagnosis) | 0.9663 | 0.9475 | 0.9598 | Statlog (heart) | 0.9962 | 0.9242 | 0.9019 | German credit data | 0.4981 | 0.3977 | 0.4721 | Sonar | 0.8488 | 0.8358 | 0.7865 | Pima-Indians-diabetes | 0.5580 | 0.5258 | 0.4206 | Australian credit approval | 0.7707 | 0.6417 | 0.6734 | Liver disorders | 0.4967 | 0.4529 | 0.3869 | Ionosphere | 0.9374 | 0.9032 | 0.8863 | Breast Cancer Wisconsin (original) | 0.9462 | 0.9242 | 0.9019 |
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