Network Embedding-Aware Point-of-Interest Recommendation in Location-Based Social Networks

Table 3

Top-k recommendation performance on Yelp ( denotes the improvement of Geo-SRank over other methods).

Overall performance comparison (Yelp)
	Precision@k		Recall@k		MAP
MostPopular	0.00852	201	0.0095	172	0.00444	180
WRMF	0.02384	7.9	0.02354	9.77	0.01205	3.3
GeoMF	0.02464	4.4	0.02446	5.6	0.01229	1.3
BPRMF	0.01892	35.9	0.01855	39.2	0.0085	46.4
Rank-GeoFM	0.02521	2	0.02536	1.8	0.01234	0.8
IRenMF	0.02440	5.4	0.02430	6.3	0.01216	2.3
SRank	0.02448	5.1	0.02515	2.7	0.01221	1.9
Geo-SRank	0.02573	—	0.02584	—	0.01245	—