Research Article

Neural Personalized Ranking via Poisson Factor Model for Item Recommendation

Table 3

Performance comparison on Gowalla.

Metric PMF BPR MLP NeuMF PFM NRPFM

Precision@3 0.00093 0.04442 0.04782 0.04883 0.044360.05320
Precision@5 0.00085 0.03656 0.03826 0.03848 0.031480.04167
Precision@10 0.00068 0.02796 0.02602 0.02673 0.016660.02800

Recall@3 0.00021 0.02115 0.02540 0.02693 0.024420.02817
Recall@5 0.00044 0.02753 0.03278 0.03343 0.029000.03537
Recall@10 0.00118 0.03950 0.04104 0.04265 0.030260.04337