Research Article

Feature Dual Supervision Model for the Searches of Online Advertising Audiences

Table 3

Results of comparison experiment on Lookalike and MovieLens.

DatasetsLookalikeMovieLens
ModelGAUCLoglossPrecision@5%Recall@5%GAUCLoglossPrecision@50%Recall@50%

FM0.70760.16610.22250.22950.69740.61710.71880.6214
MLP0.72910.16160.24030.24790.70030.61190.71930.6211
DeepFM0.72720.16200.23850.24620.70010.60940.71920.6210
PNN0.71650.16420.22800.23510.70160.61120.72050.6218
Wide&Deep0.72850.16170.23990.24780.69750.61100.71710.6183
Two-tower0.72210.17250.23930.24700.70110.60910.71910.6208
DCN0.72870.16170.24010.24770.69820.61620.71840.6199
AFN+0.71700.16480.22140.22820.70020.60970.72090.6228
FDSM0.73660.16010.24710.25500.70720.60720.72540.6270

The best performances are in bold.