| 58720 |
Creator |
8eb9378b0e3dcd225dfc47fcdc9b35f4 |
| 58720 |
Creator |
ext-97431bf36707868d9d26a07439e8dd87 |
| 58720 |
Creator |
ext-6481f954cdab420a0704c16fe9fd916e |
| 58720 |
Creator |
ext-74447a124f0624667ac01b7f5b469678 |
| 58720 |
Date |
2017-08-18 |
| 58720 |
Is Part Of |
repository |
| 58720 |
Is Part Of |
pa85d402ff78f3c82dedfc8f9b498ccf2 |
| 58720 |
abstract |
Research in recommendation systems has to date focused on recommending individual
items to users. However there are contexts in which combinations of items need to
be recommended, and there has been less research to date on how collaborative methods
such as matrix factorization can be applied to such tasks. The research contributions
of this paper are threefold. First, we formalize the collaborative package recommendation
task as an extension of the standard collaborative recommendation task. Second, we
describe and make available a novel package recommendation dataset in the clothes
domain, where a combination of a “top” (e.g. a shirt, t-shirt or top) and “bottom”
(e.g. trousers, shorts or skirts) needs to be recommended. Finally, we describe several
extensions of matrix factorization to predict user ratings on packages, and report
RMSE improvements over the standard matrix factorization approach for recommending
combinations of tops and bottoms. |
| 58720 |
authorList |
authors |
| 58720 |
presentedAt |
ext-8b6762f49e68b20a48ddbb2f2fc1ef60 |
| 58720 |
status |
peerReviewed |
| 58720 |
volume |
1892 |
| 58720 |
type |
AcademicArticle |
| 58720 |
type |
Article |
| 58720 |
label |
Wibowo, Agung Toto; Siddharthan, Advaith ; Lin, Chenghua and Masthoff, Judith (2017).
Matrix Factorization for Package Recommendations. In: Proceedings of the RecSys
2017 Workshop on Recommendation in Complex Scenarios (ComplexRec 2017), 1892 pp. 23–28.
|
| 58720 |
label |
Wibowo, Agung Toto; Siddharthan, Advaith ; Lin, Chenghua and Masthoff, Judith (2017).
Matrix Factorization for Package Recommendations. In: Proceedings of the RecSys
2017 Workshop on Recommendation in Complex Scenarios (ComplexRec 2017), 1892 pp. 23–28. |
| 58720 |
Title |
Matrix Factorization for Package Recommendations |
| 58720 |
in dataset |
oro |