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Table 5 Mean ROC values and execution time (in seconds) of various methods on the von Mering Data Set.

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

Algorithm Mean ROC Time
uBaseline 0.8061 ----
rBaseline 0.7832 ----
eBaseline 0.7945 ----
DKL 0.8339 3441.13
DKLKL 0.8340 7445.67
DKL KL u MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGaciGaaiaabeqaaeqabiWaaaGcbaGaeeiraqKaee4saSKaeeitaW0aa0baaSqaaiabbUealjabbYeambqaaiabbwha1baaaaa@32FA@ 0.7968 35384.84
mDKL 0.8345 54.64
mDKLKL 0.8345 67.52
mDKL KL u MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGaciGaaiaabeqaaeqabiWaaaGcbaGaeeyBa0MaeeiraqKaee4saSKaeeitaW0aa0baaSqaaiabbUealjabbYeambqaaiabbwha1baaaaa@345B@ 0.8129 151.49
Neighbor Counting 0.7076 ----
FS-Weighted Averaging 0.7544 ----
SM1 ---- ----