Skip to main content

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