Research Article

Topological Influence-Aware Recommendation on Social Networks

Table 3

Performance comparisons (MAE and RMSE).

DatasetMetricsPMFSoRecRSTESocialMFSoRegRDISI

EpinionsMAE  
Improve
0.8680  
7.71%
0.8467  
5.39%
0.8564  
6.46%
0.8651  
7.40%
0.8232  
2.68%
0.8011
RMSE  
Improve
1.0922  
4.85%
1.1105  
6.42%
1.1475  
9.44%
1.1903  
12.70%
1.0655  
2.47%
1.0392

CiaoMAE  
Improve
0.8841  
17.34%
0.7991  
8.55%
0.7786  
6.14%
0.7858  
7.00%
0.7491  
2.44%
0.7308
RMSE  
Improve
1.1353  
14.38%
1.1071  
12.19%
1.0859  
10.48%
1.1230  
13.44%
0.9904  
1.85%
0.9721