NFM
The results of NFM 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 |
0.0141 |
0.0108 |
0.0090 |
0.0074 |
0.0068 |
0.0057 |
rec |
0.0141 |
0.0538 |
0.0901 |
0.1472 |
0.2044 |
0.2850 |
hr |
0.0141 |
0.0538 |
0.0901 |
0.1472 |
0.2044 |
0.2850 |
map |
0.0141 |
0.0054 |
0.0032 |
0.0018 |
0.0013 |
0.0008 |
mrr |
0.0141 |
0.0271 |
0.0318 |
0.0356 |
0.0379 |
0.0400 |
ndcg |
0.0141 |
0.0336 |
0.0452 |
0.0595 |
0.0717 |
0.0868 |
LastFM
The results on LastFM dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0268 |
0.0140 |
0.0113 |
0.0083 |
0.0072 |
0.0057 |
rec |
0.0268 |
0.0702 |
0.1130 |
0.1666 |
0.2175 |
0.2871 |
hr |
0.0268 |
0.0702 |
0.1130 |
0.1666 |
0.2175 |
0.2871 |
map |
0.0268 |
0.0079 |
0.0046 |
0.0025 |
0.0017 |
0.0011 |
mrr |
0.0268 |
0.0396 |
0.0456 |
0.0491 |
0.0511 |
0.0529 |
ndcg |
0.0268 |
0.0470 |
0.0612 |
0.0744 |
0.0853 |
0.0982 |
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 |
0.0277 |
0.0153 |
0.0115 |
0.0086 |
0.0070 |
0.0054 |
rec |
0.0277 |
0.0763 |
0.1150 |
0.1717 |
0.2105 |
0.2719 |
hr |
0.0277 |
0.0763 |
0.1150 |
0.1717 |
0.2105 |
0.2719 |
map |
0.0277 |
0.0088 |
0.0049 |
0.0027 |
0.0018 |
0.0011 |
mrr |
0.0277 |
0.0441 |
0.0492 |
0.0530 |
0.0546 |
0.0561 |
ndcg |
0.0277 |
0.0520 |
0.0644 |
0.0787 |
0.0869 |
0.0984 |
Epinions
The results on Epinions dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0136 |
0.0089 |
0.0072 |
0.0057 |
0.0049 |
0.0040 |
rec |
0.0136 |
0.0444 |
0.0722 |
0.1147 |
0.1457 |
0.1991 |
hr |
0.0136 |
0.0444 |
0.0722 |
0.1147 |
0.1457 |
0.1991 |
map |
0.0136 |
0.0047 |
0.0027 |
0.0015 |
0.0010 |
0.0007 |
mrr |
0.0136 |
0.0237 |
0.0273 |
0.0302 |
0.0314 |
0.0328 |
ndcg |
0.0136 |
0.0288 |
0.0377 |
0.0483 |
0.0549 |
0.0649 |
Yelp
The results on Yelp dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0269 |
0.0160 |
0.0123 |
0.0091 |
0.0076 |
0.0060 |
rec |
0.0269 |
0.0802 |
0.1232 |
0.1828 |
0.2282 |
0.3010 |
hr |
0.0269 |
0.0802 |
0.1232 |
0.1828 |
0.2282 |
0.3010 |
map |
0.0269 |
0.0090 |
0.0051 |
0.0027 |
0.0019 |
0.0012 |
mrr |
0.0269 |
0.0452 |
0.0509 |
0.0549 |
0.0568 |
0.0586 |
ndcg |
0.0269 |
0.0538 |
0.0677 |
0.0827 |
0.0923 |
0.1060 |
AMZe
The results on AMZe dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0657 |
0.0327 |
0.0227 |
0.0152 |
0.0120 |
0.0087 |
rec |
0.0657 |
0.1633 |
0.2270 |
0.3042 |
0.3585 |
0.4345 |
hr |
0.0657 |
0.1633 |
0.2270 |
0.3042 |
0.3585 |
0.4345 |
map |
0.0657 |
0.0199 |
0.0108 |
0.0057 |
0.0039 |
0.0024 |
mrr |
0.0657 |
0.0997 |
0.1081 |
0.1134 |
0.1156 |
0.1175 |
ndcg |
0.0657 |
0.1155 |
0.1360 |
0.1553 |
0.1669 |
0.1812 |