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Table 4 Average ROC values and the corresponding standard deviations over 11 splittings on the Ligand 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

0.8326

0.0064

rBaseline

0.8181

0.0062

eBaseline

0.8193

0.0070

DKL

0.8493

0.0034

DKLKL

0.8493

0.0032

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

0.8318

0.0061

MDKL

0.8507

0.0033

mDKLKL

0.8507

0.0033

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

0.8209

0.0031