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Table 7 Average ROC values and the corresponding standard deviations over 11 splittings on the von Mering Data Set. One of the splittings was specified by the contributor of the data and the remaining ten splittings are randomly generated.

From: Adaptive diffusion kernel learning from biological networks for protein function prediction

Algorithm

Average ROC

Standard deviation

uBaseline

0.8078

0.0045

rBaseline

0.7863

0.0064

eBaseline

0.7909

0.0078

DKL

0.8398

0.0042

DKLKL

0.8398

0.0042

DKL KL u MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGaciGaaiaabeqaaeqabiWaaaGcbaGaeeiraqKaee4saSKaeeitaW0aa0baaSqaaiabbUealjabbYeambqaaiabbwha1baaaaa@32FA@

0.7991

0.0059

mDKL

0.8402

0.0042

mDKLKL

0.8402

0.0042

mDKL KL u MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGaciGaaiaabeqaaeqabiWaaaGcbaGaeeyBa0MaeeiraqKaee4saSKaeeitaW0aa0baaSqaaiabbUealjabbYeambqaaiabbwha1baaaaa@345B@

0.8194

0.0046