Research Article
Improved Distance Functions for Instance-Based Text Classification
Table 3
Improved specific-class distance measures.
| Dataset | EISCDM vs. ISCDM | FISCDM vs. ISCDM | CISDM vs. ISCDM | ISCDM | EISCDM | ISCDM | FISCDM | ISCDM | CISCDM |
| fbis.wc | 70.60 | 77.43 | 70.60 | 72.80 | 70.60 | 74.02 | La1s.wc | 87.05 | 89.51 | 87.05 | 88.92 | 87.05 | 89.33 | La2s.wc | 87.54 | 90.24 | 87.54 | 89.69 | 87.54 | 89.72 | Oh0.wc | 91.63 | 90.03 | 91.63 | 92.02 | 91.63 | 91.63 | Oh5.wc | 88.02 | 88.67 | 88.02 | 88.13 | 88.02 | 88.02 | Oh10.wc | 80.95 | 80.67 | 80.95 | 80.95 | 80.95 | 81.33 | Oh15.wc | 85.54 | 85.32 | 85.54 | 85.65 | 85.54 | 85.76 | ohscal.wc | 74.11 | 75.17 | 74.11 | 74.85 | 74.11 | 76.68 | re0.wc | 80.12 | 82.31 | 80.12 | 79.85 | 80.12 | 81.18 | re1.wc | 84.25 | 85.15 | 84.25 | 85.52 | 84.25 | 85.94 | tr11.wc | 88.41 | 90.58 | 88.41 | 89.86 | 88.41 | 90.10 | tr12.wc | 92.01 | 91.05 | 92.01 | 91.69 | 92.01 | 91.69 | tr21.wc | 93.75 | 91.96 | 93.75 | 93.15 | 93.75 | 93.15 | tr23.wc | 92.16 | 93.14 | 92.16 | 91.67 | 92.16 | 92.16 | tr31.wc | 94.39 | 96.66 | 94.39 | 96.12 | 94.39 | 96.44 | tr41.wc | 90.89 | 93.39 | 90.89 | 93.39 | 90.89 | 94.08 | tr45.wc | 90.43 | 91.59 | 90.43 | 92.75 | 90.43 | 92.61 | wap.wc | 81.67 | 85.26 | 81.67 | 83.72 | 81.67 | 83.72 | Average | 86.31 | 87.68 | 86.31 | 87.27 | 86.31 | 87.65 | #Better | 5 | 13 | 4 | 13 | 2 | 13 | #Sig Better | 2 | 11 | 0 | 10 | 0 | 11 |
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