TABLE I.
Comparison of properties between CPMs and alternative methods (✓: applicable, ×: inapplicable)
| Method | Multiple classifiers | Identify easy/hard | Unlabeled data | Distribution mismatch | Smoothness assumption | Non-parallel hyperplanes | Progressive labeling |
|---|---|---|---|---|---|---|---|
| Boosting [27] | ✓ | × | × | × | × | × | × |
| TW-SVM [37] | ✓ | × | × | × | × | ✓ | × |
| Self-paced learning [39] | × | ✓ | × | × | × | × | × |
| RO-SVM [4], [33] | × | ✓ | × | × | × | × | × |
| Self-training [46] | × | × | ✓ | × | × | × | ✓ |
| Co-training [6] | ✓ | × | ✓ | × | × | × | ✓ |
| Lap-SVM [43] | × | × | ✓ | × | ✓ | × | × |
| DAM [21] | ✓ | × | ✓ | ✓ | ✓ | × | ✓ |
| CPM (proposed) | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |