Research Article

Improved Distance Functions for Instance-Based Text Classification

Table 3

Improved specific-class distance measures.

DatasetEISCDM vs. ISCDMFISCDM vs. ISCDMCISDM vs. ISCDM
ISCDMEISCDMISCDMFISCDMISCDMCISCDM

fbis.wc70.6077.4370.6072.8070.6074.02
La1s.wc87.0589.5187.0588.9287.0589.33
La2s.wc87.5490.2487.5489.6987.5489.72
Oh0.wc91.6390.0391.6392.0291.6391.63
Oh5.wc88.0288.6788.0288.1388.0288.02
Oh10.wc80.9580.6780.9580.9580.9581.33
Oh15.wc85.5485.3285.5485.6585.5485.76
ohscal.wc74.1175.1774.1174.8574.1176.68
re0.wc80.1282.3180.1279.8580.1281.18
re1.wc84.2585.1584.2585.5284.2585.94
tr11.wc88.4190.5888.4189.8688.4190.10
tr12.wc92.0191.0592.0191.6992.0191.69
tr21.wc93.7591.9693.7593.1593.7593.15
tr23.wc92.1693.1492.1691.6792.1692.16
tr31.wc94.3996.6694.3996.1294.3996.44
tr41.wc90.8993.3990.8993.3990.8994.08
tr45.wc90.4391.5990.4392.7590.4392.61
wap.wc81.6785.2681.6783.7281.6783.72
Average86.3187.6886.3187.2786.3187.65
#Better513413213
#Sig Better211010011