Research Article
Practical Web Spam Lifelong Machine Learning System with Automatic Adjustment to Current Lifecycle Phase
Table 8
The F-measure obtained by the rejection system during 10 periods.
| | Testing | Learning | | | | | | | | | | | |
| | | 0.95 | 0.90 | 1.00 | 0.99 | 1.00 | 0.96 | 0.99 | 0.95 | 0.99 | 0.99 | 0.99 | | | 0.95 | 0.91 | 0.98 | 0.99 | 0.98 | 0.95 | 0.97 | 0.98 | 0.98 | 0.99 | 0.99 | | | 0.95 | 0.92 | 0.98 | 1.00 | 0.98 | 0.95 | 0.98 | 0.97 | 0.99 | 0.99 | 0.99 |
| | | 0.94 | 0.88 | 0.99 | 0.99 | 0.99 | 0.96 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | | | 0.94 | 0.99 | 0.97 | 0.99 | 0.97 | 0.95 | 0.96 | 0.98 | 0.98 | 0.99 | 0.98 | | | 0.94 | 1.00 | 0.98 | 1.00 | 0.98 | 0.94 | 0.97 | 0.99 | 0.99 | 0.99 | 1.00 |
| | | 0.94 | 0.99 | 0.97 | 0.99 | 0.97 | 0.94 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | | | 0.94 | 1.00 | 0.98 | 0.97 | 0.96 | 0.90 | 0.85 | 0.82 | 0.81 | 0.87 | 0.90 | | | 0.94 | 1.00 | 0.97 | 0.99 | 0.97 | 0.93 | 0.98 | 0.97 | 0.99 | 0.99 | 0.99 |
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