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Table 1 Mean quantification error (NRAE) for each instance selection techniques using different quantifiers induced by RF classifier

From: Combining instance selection and self-training to improve data stream quantification

 

CC

PCC

ACC

Mean

k-means

0.0758

0.0670

0.0846

0.0758

Farthest-first

0.1053

0.0952

0.1102

0.1036

Random

0.1011

0.0867

0.0966

0.0948

  1. For the sake of visualization, the best quantification errors are shown in italic