Proceedings of the 2016 International Conference on Mechatronics Engineering and Information Technology

A Hybrid Collaborative Filtering Algorithm for Hotel Recommendation

Authors
Ling Shen, Qingxi Peng
Corresponding Author
Ling Shen
Available Online August 2016.
DOI
10.2991/icmeit-16.2016.65How to use a DOI?
Keywords
Recommendation, Collaborative Filtering, Item-based, User-based, Hybrid
Abstract

Recommendation systems apply knowledge discovery techniques to the problem of making personalized recommendation for information, products or services in the Internet. These works, especially collaborative filtering algorithms acquired relatively satisfactory results. They can millions of users easily search hundreds of millions of items. In tourism industry, potential customers may book hotel just once, which make it very important to recommend them suitable hotel. In this paper, user-based and item-based collaborative filtering methods have been proposed for hotel recommendation. Then we combine them to achieve better effectiveness. Experimental result demonstrates that our hybrid collaborative filtering algorithms outperform existing approaches.

Copyright
© 2016, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2016 International Conference on Mechatronics Engineering and Information Technology
Series
Advances in Engineering Research
Publication Date
August 2016
ISBN
10.2991/icmeit-16.2016.65
ISSN
2352-5401
DOI
10.2991/icmeit-16.2016.65How to use a DOI?
Copyright
© 2016, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Ling Shen
AU  - Qingxi Peng
PY  - 2016/08
DA  - 2016/08
TI  - A Hybrid Collaborative Filtering Algorithm for Hotel Recommendation
BT  - Proceedings of the 2016 International Conference on Mechatronics Engineering and Information Technology
PB  - Atlantis Press
SP  - 343
EP  - 346
SN  - 2352-5401
UR  - https://doi.org/10.2991/icmeit-16.2016.65
DO  - 10.2991/icmeit-16.2016.65
ID  - Shen2016/08
ER  -