Research Article
Data Stream Classification Based on the Gamma Classifier
Table 4
Averaged classification time (seconds) of DS-Gamma for different windows size.
| Dataset | Window size | 50 | 100 | 200 | 500 | 750 | 1000 | 1250 | 1500 | 1750 | 2000 |
| Agrawal | 2.24 | 4.50 | 7.93 | 19.26 | 28.04 | 39.00 | 45.92 | 57.57 | 63.90 | 73.49 | Bank | 0.66 | 1.14 | 2.07 | 4.75 | 7.01 | 9.17 | 11.54 | 14.55 | 15.83 | 17.87 | CoverType | 83.47 | 140.81 | 251.20 | 340.05 | 254.12 | 335.03 | 428.94 | 522.39 | 669.24 | 676.99 | Electricity | 0.34 | 0.53 | 0.98 | 2.33 | 3.56 | 4.63 | 5.99 | 7.05 | 8.30 | 9.49 | Hyperplane | 2.24 | 4.01 | 7.56 | 18.19 | 26.76 | 30.28 | 44.28 | 52.96 | 61.87 | 70.63 | RandomRBF | 2.79 | 4.09 | 7.73 | 18.54 | 27.35 | 30.72 | 45.02 | 54.12 | 62.23 | 71.04 |
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