Context-Aware Ubiquitous Web Services Recommendation Based on User Location Update

作者: Xiaoliang Fan , Yakun Hu , Jonathan Li , Cheng Wang

DOI: 10.1109/CCBD.2015.20

关键词:

摘要: In this paper, we propose a novel ubiquitous Web service recommendation approach to context-aware based on user location update (CASR-ULU). First, model the influence of preference expansion. Second, perform similarity mining for updated location. Third, predict Quality Service by Bayesian inference, and thus recommend ideal specific subsequently. Furthermore, calendar Android mobile application is implemented testify CASR-ULU algorithm in environment. Finally, evaluate method WS-Dream dataset with evaluation matrices such as RMSE MAE. Experimental results show that our achieves competitive performance environment, compared several state-of-the-art methods.

参考文章(22)
Patrick Brézillon, Task-Realization Models in Contextual Graphs Modeling and Using Context. pp. 55- 68 ,(2005) , 10.1007/11508373_5
John McCarthy, Notes on formalizing context international joint conference on artificial intelligence. pp. 555- 560 ,(1993)
P. Resnick, An open architecture for collaborative filtering of netnews Computer Supported Cooperative Work. pp. 175- 186 ,(1994)
Huiji Gao, Jiliang Tang, Xia Hu, Huan Liu, Modeling temporal effects of human mobile behavior on location-based social networks conference on information and knowledge management. pp. 1673- 1678 ,(2013) , 10.1145/2505515.2505616
Bin Guo, Zhu Wang, Zhiwen Yu, Yu Wang, Neil Y. Yen, Runhe Huang, Xingshe Zhou, Mobile Crowd Sensing and Computing: The Review of an Emerging Human-Powered Sensing Paradigm ACM Computing Surveys. ,vol. 48, pp. 7- ,(2015) , 10.1145/2794400
Nicu Sebe, Bruno Lepri, Nuria Oliver, Jacopo Staiano, Rodrigo de Oliveira, Michele Caraviello, Money walks: a human-centric study on the economics of personal mobile data ubiquitous computing. pp. 583- 594 ,(2014) , 10.1145/2632048.2632074
Haoyi Xiong, Daqing Zhang, Daqiang Zhang, Vincent Gauthier, Predicting Mobile Phone User Locations by Exploiting Collective Behavioral Patterns 2012 9th International Conference on Ubiquitous Intelligence and Computing and 9th International Conference on Autonomic and Trusted Computing. pp. 164- 171 ,(2012) , 10.1109/UIC-ATC.2012.28
Panagiotis Papapetrou, George Roussos, Social context discovery from temporal app use patterns ubiquitous computing. pp. 397- 402 ,(2014) , 10.1145/2638728.2641699
Bo Hu, Mohsen Jamali, Martin Ester, Spatio-Temporal Topic Modeling in Mobile Social Media for Location Recommendation international conference on data mining. pp. 1073- 1078 ,(2013) , 10.1109/ICDM.2013.139
Hongzhi Yin, Bin Cui, Ling Chen, Zhiting Hu, Chengqi Zhang, Modeling Location-Based User Rating Profiles for Personalized Recommendation ACM Transactions on Knowledge Discovery From Data. ,vol. 9, pp. 19- ,(2015) , 10.1145/2663356