Research Article
[Retracted] Training a Feedforward Neural Network Using Hybrid Gravitational Search Algorithm with Dynamic Multiswarm Particle Swarm Optimization
Table 4
Different algorithms’ average performance in percent of the given features.
| Dataset | | FNNGSA | FNNGG-GSA | FNNPSOGSA | FNNGSADMSPSO |
| Glass | Avg. | 0.741 | 0.749 | 0.748 | 0.767 | Best | 0.753 | 0.764 | 0.758 | 0.785 | Std. | 0.0169 | 0.0059 | 0.0089 | 0.0086 | Vowel | Avg. | 0.944 | 0.965 | 0.973 | 0.981 | Best | 0.953 | 0.984 | 0.989 | 0.992 | Std. | 0.0045 | 0.0072 | 0.0081 | 0.0056 | Wine | Avg. | 0.917 | 0.961 | 0.977 | 0.961 | Best | 0.933 | 0.973 | 0.983 | 0.983 | Std. | 0.0127 | 0.0085 | 0.0034 | 0.0066 | Yeast | Avg. | 49.17 | 0.501 | 50.23 | 53.11 | Best | 0.933 | 0.513 | 0.518 | 0.552 | Std. | 0.0137 | 0.0114 | 0.0126 | 0.0094 | Sonar | Avg. | 0.922 | 0.943 | 0.932 | 0.961 | Best | 0.945 | 0.958 | 0.941 | 0.973 | Std. | 0.0062 | 0.0093 | 0.0095 | 0.0028 | Heart | Avg. | 0.748 | 0.777 | 0.753 | 0.763 | Best | 0.753 | 0.789 | 0.775 | 0.771 | Std. | 0.0145 | 0.0071 | 0.0038 | 0.0076 | Wisconsin breast cancer | Avg. | 0.959 | 0.967 | 0.971 | 0.988 | Best | 0.961 | 0.971 | 0.985 | 0.992 | Std. | 0.0021 | 0.0139 | 0.0048 | 0.0017 | Colon cancer | Avg. | 0.819 | 0.839 | 0.834 | 0.845 | Best | 0.836 | 0.845 | 0.851 | 0.859 | Std. | 0.0163 | 0.0062 | 0.0034 | 0.0074 | Shuttle | Avg. | 0.907 | 0.916 | 0.923 | 0.931 | Best | 0.913 | 0.923 | 0.935 | 0.954 | Std. | 0.0367 | 0.0137 | 0.0085 | 0.0073 | Lymphoma | Avg. | 0.799 | 0.817 | 0.827 | 0.814 | Best | 0.814 | 0.825 | 0.844 | 0.826 | Std. | 0.0183 | 0.0045 | 0.0067 | 0.0034 | Iris | Avg. | 0.921 | 0.941 | 0.957 | 0.984 | Best | 0.945 | 0.963 | 0.969 | 0.994 | Std. | 0.0043 | 0.0061 | 0.0092 | 0.0019 | Lung cancer | Avg. | 0.447 | 0.469 | 0.446 | 0.479 | Best | 0.467 | 0.479 | 0.468 | 0.486 | Std. | 0.0032 | 0.0056 | 0.0123 | 0.0041 | Hepatitis | Avg. | 0.804 | 0.815 | 0.807 | 0.823 | Best | 0.828 | 0.829 | 0.821 | 0.835 | Std. | 0.0149 | 0.0025 | 0.0076 | 0.0093 | Dermatology | Avg. | 0.944 | 0.952 | 0.947 | 0.938 | Best | 0.956 | 0.967 | 0.951 | 0.946 | Std. | 0.0154 | 0.0061 | 0.0152 | 0.0153 | Zoo | Avg. | 0.807 | 0.847 | 0.859 | 0.864 | Best | 0.824 | 0.853 | 0.864 | 0.882 | Std. | 0.0029 | 0.0042 | 0.0052 | 0.0073 | Abalone | Avg. | 0.242 | 0.248 | 0.213 | 0.249 | Best | 0.246 | 0.249 | 0.236 | 0.25 | Std. | 0.0578 | 0.0731 | 0.0853 | 0.0351 |
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