Research Article

Normalizing Item-Based Collaborative Filter Using Context-Aware Scaled Baseline Predictor

Table 3

Experimental results using Cosine.

Method Precision Recall RMSE MAE nDCG

NoBP-Cos 12.99% 20.62% 0.9465 0.9410 0.7237
USBP-Cos 19.82% 30.78% 0.9085 0.6939 0.9389
RDA-Cos 25.34% 39.01% 0.8984 0.6889 0.9485
CDA-Cos 25.05% 39.57% 0.8973 0.6869 0.9490
TDA-Cos 25.60% 40.03% 0.8999 0.6901 0.9488
LDAU-Cos 26.15% 40.80% 0.9003 0.6904 0.9495
LDAI-Cos 25.30% 39.45% 0.8979 0.6886 0.9485