Online Passive Aggressive Binary Classifier
Wisconsin Breast Cancer Database (January 8, 1991)
O. L. Mangasarian, R. Setiono, and W.H. Wolberg: "Pattern recognition via linear programming: Theory and application to medical diagnosis", in: "Large-scale numerical optimization", Thomas F. Coleman and Yuying Li, editors, SIAM Publications, Philadelphia 1990, pp 22-30.
2/3 of the data is used for training and 1/3 is used for testing.
Training Data Size: 466
| Iterations | Correct | Incorrect | Training |
|---|---|---|---|
| 1 | 256 | 210 | 54.94% |
| 2 | 557 | 375 | 59.76% |
| 10 | 3095 | 1565 | 66.42% |
Testing Data Size: 233
| Iterations | Correct | Incorrect | Accuracy |
|---|---|---|---|
| 1 | 156 | 77 | 66.95% |
| 2 | 179 | 54 | 76.82% |
| 10 | 189 | 44 | 81.12% |