NeuMF
The results of NeuMF on the 6 datasets (i.e., ML-1M, LastFM, Book-X, Epinions, Yelp, AMZe) under 10-filter view w.r.t time-aware leave-one-out (tloo) are listed below.
ML-1M
The results on ML-1M dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0244 |
0.0182 |
0.0161 |
0.0130 |
0.0112 |
0.0090 |
rec |
0.0244 |
0.0908 |
0.1610 |
0.2600 |
0.3346 |
0.4506 |
hr |
0.0244 |
0.0908 |
0.1610 |
0.2600 |
0.3346 |
0.4506 |
map |
0.0244 |
0.0092 |
0.0055 |
0.0031 |
0.0022 |
0.0014 |
mrr |
0.0244 |
0.0458 |
0.0549 |
0.0617 |
0.0647 |
0.0677 |
ndcg |
0.0244 |
0.0568 |
0.0793 |
0.1042 |
0.1201 |
0.1418 |
LastFM
The results on LastFM dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0889 |
0.0433 |
0.0313 |
0.0216 |
0.0172 |
0.0125 |
rec |
0.0889 |
0.2164 |
0.3128 |
0.4322 |
0.5153 |
0.6251 |
hr |
0.0889 |
0.2164 |
0.3128 |
0.4322 |
0.5153 |
0.6251 |
map |
0.0889 |
0.0267 |
0.0146 |
0.0077 |
0.0053 |
0.0032 |
mrr |
0.0889 |
0.1334 |
0.1462 |
0.1544 |
0.1578 |
0.1606 |
ndcg |
0.0889 |
0.1539 |
0.1850 |
0.2151 |
0.2329 |
0.2535 |
Book-X
The results on Book-X dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0313 |
0.0184 |
0.0140 |
0.0106 |
0.0087 |
0.0067 |
rec |
0.0313 |
0.0921 |
0.1403 |
0.2111 |
0.2619 |
0.3355 |
hr |
0.0313 |
0.0921 |
0.1403 |
0.2111 |
0.2619 |
0.3355 |
map |
0.0313 |
0.0104 |
0.0058 |
0.0032 |
0.0022 |
0.0013 |
mrr |
0.0313 |
0.0521 |
0.0585 |
0.0633 |
0.0653 |
0.0672 |
ndcg |
0.0313 |
0.0620 |
0.0775 |
0.0953 |
0.1061 |
0.1199 |
Epinions
The results on Epinions dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0199 |
0.0139 |
0.0113 |
0.0091 |
0.0077 |
0.0062 |
rec |
0.0199 |
0.0693 |
0.1128 |
0.1814 |
0.2322 |
0.3114 |
hr |
0.0199 |
0.0693 |
0.1128 |
0.1814 |
0.2322 |
0.3114 |
map |
0.0199 |
0.0073 |
0.0042 |
0.0024 |
0.0016 |
0.0010 |
mrr |
0.0199 |
0.0366 |
0.0423 |
0.0471 |
0.0491 |
0.0511 |
ndcg |
0.0199 |
0.0447 |
0.0586 |
0.0759 |
0.0867 |
0.1016 |
Yelp
The results on Yelp dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0792 |
0.0492 |
0.0365 |
0.0252 |
0.0196 |
0.0138 |
rec |
0.0792 |
0.2458 |
0.3654 |
0.5049 |
0.5893 |
0.6920 |
hr |
0.0792 |
0.2458 |
0.3654 |
0.5049 |
0.5893 |
0.6920 |
map |
0.0792 |
0.0273 |
0.0152 |
0.0081 |
0.0055 |
0.0034 |
mrr |
0.0792 |
0.1364 |
0.1522 |
0.1618 |
0.1652 |
0.1679 |
ndcg |
0.0792 |
0.1634 |
0.2019 |
0.2371 |
0.2551 |
0.2744 |
AMZe
The results on AMZe dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0612 |
0.0314 |
0.0217 |
0.0145 |
0.0114 |
0.0082 |
rec |
0.0612 |
0.1572 |
0.2175 |
0.2909 |
0.3425 |
0.4102 |
hr |
0.0612 |
0.1572 |
0.2175 |
0.2909 |
0.3425 |
0.4102 |
map |
0.0612 |
0.0189 |
0.0103 |
0.0054 |
0.0037 |
0.0022 |
mrr |
0.0612 |
0.0946 |
0.1026 |
0.1077 |
0.1097 |
0.1115 |
ndcg |
0.0612 |
0.1101 |
0.1295 |
0.1480 |
0.1590 |
0.1717 |