Research Article

Neural Personalized Ranking via Poisson Factor Model for Item Recommendation

Table 2

Performance comparison on Foursquare.

Metric PMF BPR MLP NeuMF PFM NRPFM

Precision@3 0.00530 0.10777 0.10843 0.11350 0.104920.12075
Precision@5 0.00497 0.09932 0.10053 0.10523 0.092940.10760
Precision@10 0.00467 0.08151 0.08173 0.08328 0.064500.08535

Recall@3 0.00111 0.02329 0.02388 0.02473 0.023060.02700
Recall@5 0.00184 0.03654 0.03730 0.03933 0.035740.04138
Recall@10 0.00356 0.06073 0.06128 0.06320 0.050820.06630