TY - GEN
T1 - Combining social media and location-based services for shop type recommendation
AU - Tian, Miao
AU - Guo, Bin
AU - Yu, Zhiwen
AU - Wang, Zhu
PY - 2015/9/7
Y1 - 2015/9/7
N2 - It is an important yet challenging task for investors to determine the most suitable type of shop (e.g., restaurant, fashion, etc.) for a newly opened store. In this paper, we present a shop type recommendation system, which can be used for multiple parties to make investment decisions. We adopt two types of features, location features and commercial features to model a shop, which are derived from the heterogeneous data, i.e., social media and location-based services (LBS). A novel bias learning matrix factorization method with feature fusion is proposed for recommending an appropriate shop type for a given location. Experimental results show that the proposed method outperforms state-of-the-art solutions.
AB - It is an important yet challenging task for investors to determine the most suitable type of shop (e.g., restaurant, fashion, etc.) for a newly opened store. In this paper, we present a shop type recommendation system, which can be used for multiple parties to make investment decisions. We adopt two types of features, location features and commercial features to model a shop, which are derived from the heterogeneous data, i.e., social media and location-based services (LBS). A novel bias learning matrix factorization method with feature fusion is proposed for recommending an appropriate shop type for a given location. Experimental results show that the proposed method outperforms state-of-the-art solutions.
KW - Location-based services
KW - Shop type recommendation
KW - Social media
UR - http://www.scopus.com/inward/record.url?scp=84962558271&partnerID=8YFLogxK
U2 - 10.1145/2800835.2800903
DO - 10.1145/2800835.2800903
M3 - 会议稿件
AN - SCOPUS:84962558271
T3 - UbiComp and ISWC 2015 - Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the Proceedings of the 2015 ACM International Symposium on Wearable Computers
SP - 161
EP - 164
BT - UbiComp and ISWC 2015 - Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the Proceedings of the 2015 ACM International Symposium on Wearable Computers
PB - Association for Computing Machinery, Inc
T2 - ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2015 ACM International Symposium on Wearable Computers, UbiComp and ISWC 2015
Y2 - 7 September 2015 through 11 September 2015
ER -