Table 1.
The environment and parmeters of PSO and BA.
Fig 1.
Flow chart of the Swarm Balancing Algorithms.
Table 2.
Characteristics of the highly imbalanced datasets used in experiment 2.
Fig 2.
Principle of the Adaptive Swarm Balancing Algorithms.
Table 3.
Results of surgery dataset in experiment 1.
Table 4.
Results of bioassay 439 dataset in experiment 1.
Table 5.
Results of bioassay 721 dataset in experiment 1.
Table 6.
Results of bioassay 1284 dataset in experiment 1.
Table 7.
Results of bioassay 362 dataset in experiment 1.
Fig 3.
Average performance results of each method in experiment 1.
Table 8.
Average values of Accuracy, Kappa and imbalance ratio (min/maj) for the two methods in experiment 2.
Table 9.
Results of Bioassay 456 dataset in experiment 2.
Table 10.
Results of Bioassay 362 dataset in experiment 2.
Table 11.
Results of Bioassay 1608 dataset in experiment 2.
Table 12.
Results of Bioassay 373 dataset in experiment 2.
Table 13.
Results of Bioassay 687 dataset in experiment 2.
Table 14.
Results of Bioassay 746 dataset in experiment 2.
Fig 4.
Average Accuracy and Kappa of different methods in experiment 2.
Fig 5.
Average time of our four methods in experiment 2.