Research Article
User Preferences Elicitation and Exploitation in a Push-Delivery Mobile Recommender System
@INPROCEEDINGS{10.1007/978-3-642-36642-0_21, author={Quang Nguyen and Thuan Hoang and Lan Ta and Cuong Ta and Phai Hoang}, title={User Preferences Elicitation and Exploitation in a Push-Delivery Mobile Recommender System}, proceedings={Context-Aware Systems and Applications. First International Conference, ICCASA 2012, Ho Chi Minh City, Vietnam, November 26-27, 2012, Revised Selected Papers}, proceedings_a={ICCASA}, year={2013}, month={2}, keywords={mobile recommender system push delivery user preferences elicitation critique-based recommendation live-user evaluation}, doi={10.1007/978-3-642-36642-0_21} }
- Quang Nguyen
Thuan Hoang
Lan Ta
Cuong Ta
Phai Hoang
Year: 2013
User Preferences Elicitation and Exploitation in a Push-Delivery Mobile Recommender System
ICCASA
Springer
DOI: 10.1007/978-3-642-36642-0_21
Abstract
Most existing recommender systems follow the pull-delivery approach, where the user must explicitly make request before receiving some product or service recommendations. However, in application domains where the availability of items changes quickly and often (e.g., recommendation of relevant promotions, events, etc.), the pull-delivery recommendation approach seems not effective in helping users keep track of their desired and interested items. In this paper, we present our proposed push-delivery mobile recommendation methodology that is capable of proactively delivering personalized recommendations to mobile users at appropriate context. The proposed recommendation methodology has been implemented in - a push mobile recommender system that helps users timely receive their interested promotions of commercial products from supermarkets and stores. We present here the experimental results of a live-user evaluation of that show the appropriateness of the proposed recommendation approach and the effectiveness of the system .