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. Author manuscript; available in PMC: 2016 Aug 15.
Published in final edited form as: Expert Syst Appl. 2016 Feb 18;55:361–373. doi: 10.1016/j.eswa.2016.02.011

Table 8.

Prediction performance (AUC) for medical tasks. The target attributes for ILP and TC datasets are Liver disease and Death respectively. Statistically significant improvements of BNPTL(UC) and BNPTL(KC) over alternatives are marked with symbols * and ∆ respectively.


Dataset Missing Data STL ALL CPTAgg BNPTL(UC) BNPTL(KC)


ILP YES 0.674* 0.709 0.674* 0.712 0.727
TC YES 0.771* 0.933* 0.796* 0.967 0.967