4.6 Article

Mobile Multimedia Recommendation in Smart Communities: A Survey

期刊

IEEE ACCESS
卷 1, 期 -, 页码 606-624

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/ACCESS.2013.2281156

关键词

Context-awareness; mobile event guide; mobile social learning; multimedia recommender systems; smart community

资金

  1. Natural Science Foundation of China [60903153, 61203165, 61174174]
  2. Liaoning Provincial Natural Science Foundation of China [201202032]
  3. Fundamental Research Funds for the Central Universities

向作者/读者索取更多资源

Due to the rapid growth of Internet broadband access and proliferation of modern mobile devices, various types of multimedia (e.g., text, images, audios, and videos) have become ubiquitously available anytime. Mobile device users usually store and use multimedia contents based on their personal interests and preferences. Mobile device challenges such as storage limitation have, however, introduced the problem of mobile multimedia overload to users. To tackle this problem, researchers have developed various techniques that recommend multimedia for mobile users. In this paper, we examine the importance of mobile multimedia recommendation systems from the perspective of three smart communities, namely mobile social learning, mobile event guide, and context-aware services. A cautious analysis of existing research reveals that the implementation of proactive, sensor-based and hybrid recommender systems can improve mobile multimedia recommendations. Nevertheless, there are still challenges and open issues such as the incorporation of context and social properties, which need to be tackled to generate accurate and trustworthy mobile multimedia recommendations.

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