Research Article

Protein Function Prediction Using Deep Restricted Boltzmann Machines

Table 2

Experimental results on Homo sapiens.

ā€‰ā€‰MacroAvg1AvgROCmax

BPNtN0.01070.74980.69200.1712
dRW0.69020.90440.87370.9301
SVD0.73130.90530.93490.9206
AE0.53410.90490.84950.5617
DRBM0.83780.91090.98830.9217

CCNtN0.00360.65690.66410.1063
dRW0.68060.89990.91860.9516
SVD0.71390.89420.95920.9157
AE0.80810.89320.96290.8819
DRBM0.79820.91920.99550.9437

MFNtN0.38910.77670.84500.0121
dRW0.79090.91300.92080.9529
SVD0.80220.80220.95260.9480
AE0.76830.90470.81860.5604
DRBM0.85170.90850.98980.9470