Research Article

Protein Function Prediction Using Deep Restricted Boltzmann Machines

Table 4

Experimental results on Saccharomyces cerevisiae.

  MacroAvg1AvgROCmax

BPNtN0.00720.70260.70270.1172
dRW0.80420.92680.93370.9649
SVD0.77940.91990.96590.9440
AE0.69900.91790.92520.5032
DRBM0.85240.92560.99050.9555

CCNtN0.00720.70260.70270.1172
dRW0.81120.92640.96120.9771
SVD0.74080.92740.97670.9198
AE0.85950.92620.98510.9771
DRBM0.87220.92780.99480.9744

MFNtN0.73380.91350.94010.0111
dRW0.87420.94930.94740.9693
SVD0.74080.94660.97030.9188
AE0.90350.94610.97240.7044
DRBM0.91330.94920.99060.9652