Multi-VAE
The results of Multi-VAE 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 |
0.0139 |
0.0111 |
0.0092 |
0.0076 |
0.0070 |
0.0058 |
rec |
0.0139 |
0.0556 |
0.0918 |
0.1521 |
0.2094 |
0.2919 |
hr |
0.0139 |
0.0556 |
0.0918 |
0.1521 |
0.2094 |
0.2919 |
map |
0.0139 |
0.0056 |
0.0033 |
0.0018 |
0.0013 |
0.0008 |
mrr |
0.0139 |
0.0281 |
0.0328 |
0.0368 |
0.0391 |
0.0412 |
ndcg |
0.0139 |
0.0349 |
0.0465 |
0.0615 |
0.0737 |
0.0892 |
LastFM
The results on LastFM dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0375 |
0.0139 |
0.0111 |
0.0085 |
0.0068 |
0.0055 |
rec |
0.0375 |
0.0696 |
0.1109 |
0.1693 |
0.2051 |
0.2753 |
hr |
0.0375 |
0.0696 |
0.1109 |
0.1693 |
0.2051 |
0.2753 |
map |
0.0375 |
0.0097 |
0.0054 |
0.0029 |
0.0020 |
0.0012 |
mrr |
0.0375 |
0.0487 |
0.0540 |
0.0578 |
0.0593 |
0.0611 |
ndcg |
0.0375 |
0.0539 |
0.0670 |
0.0815 |
0.0891 |
0.1023 |
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 |
0.0272 |
0.0152 |
0.0119 |
0.0087 |
0.0071 |
0.0054 |
rec |
0.0272 |
0.0760 |
0.1188 |
0.1736 |
0.2119 |
0.2722 |
hr |
0.0272 |
0.0760 |
0.1188 |
0.1736 |
0.2119 |
0.2722 |
map |
0.0272 |
0.0088 |
0.0049 |
0.0027 |
0.0018 |
0.0011 |
mrr |
0.0272 |
0.0439 |
0.0494 |
0.0532 |
0.0548 |
0.0563 |
ndcg |
0.0272 |
0.0518 |
0.0655 |
0.0793 |
0.0875 |
0.0988 |
Epinions
The results on Epinions dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0142 |
0.0087 |
0.0072 |
0.0057 |
0.0049 |
0.0040 |
rec |
0.0142 |
0.0434 |
0.0718 |
0.1135 |
0.1471 |
0.2006 |
hr |
0.0142 |
0.0434 |
0.0718 |
0.1135 |
0.1471 |
0.2006 |
map |
0.0142 |
0.0048 |
0.0028 |
0.0015 |
0.0011 |
0.0007 |
mrr |
0.0142 |
0.0238 |
0.0276 |
0.0304 |
0.0317 |
0.0331 |
ndcg |
0.0142 |
0.0286 |
0.0378 |
0.0482 |
0.0554 |
0.0653 |
Yelp
The results on Yelp dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0282 |
0.0167 |
0.0127 |
0.0093 |
0.0078 |
0.0061 |
rec |
0.0282 |
0.0835 |
0.1272 |
0.1856 |
0.2330 |
0.3070 |
hr |
0.0282 |
0.0835 |
0.1272 |
0.1856 |
0.2330 |
0.3070 |
map |
0.0282 |
0.0094 |
0.0053 |
0.0028 |
0.0020 |
0.0012 |
mrr |
0.0282 |
0.0472 |
0.0529 |
0.0569 |
0.0588 |
0.0607 |
ndcg |
0.0282 |
0.0562 |
0.0702 |
0.0848 |
0.0949 |
0.1088 |
AMZe
The results on AMZe dataset under 10-filter setting are listed below.
10-filter
metric@K |
1 |
5 |
10 |
20 |
30 |
50 |
|---|---|---|---|---|---|---|
pre |
0.0658 |
0.0326 |
0.0226 |
0.0152 |
0.0120 |
0.0087 |
rec |
0.0658 |
0.1629 |
0.2257 |
0.3048 |
0.3599 |
0.4350 |
hr |
0.0658 |
0.1629 |
0.2257 |
0.3048 |
0.3599 |
0.4350 |
map |
0.0658 |
0.0199 |
0.0108 |
0.0057 |
0.0039 |
0.0024 |
mrr |
0.0658 |
0.0996 |
0.1079 |
0.1134 |
0.1156 |
0.1175 |
ndcg |
0.0658 |
0.1152 |
0.1355 |
0.1555 |
0.1672 |
0.1813 |