基于网络动物的旅游服务推荐系统

Mi Zhang, Yinsheng Li, Aiqin Zhou, Zhou Fang
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引用次数: 2

摘要

近年来,推荐系统得到了很大的发展,广泛应用于书籍、电影或朋友推荐等在线系统中。当前的推荐系统存在冷启动和新条目的问题。Cyber-Anima是用户anima的网络图像,我们可以通过用户输入和用户的其他观察得出一个人的Cyber-Anima。有了Cyber-Anima,我们可以建立一个推荐系统。该系统考虑了网络动画中的概念,并建立了这些概念与用户行为之间的关系,从而提出进一步的建议。我们用travelhub.cn的数据集做了一些实验。travelhub.cn是一个由国家科技计划资助的旅游服务平台。实验结果表明,我们的实现优于FISM和基于item的协同,且时间成本合理。
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A Recommendation System for Travel Services Based on Cyber-Anima
In recent years, recommendation systems have developed greatly, and is so widely used in online systems such as book, movie or friend recommendation. Current recommendation systems have problems with cold start and new entry. Cyber-Anima is a cyber-image of a user's anima, and we can derive one's cyber-anima by its user input and other observations of the user. With Cyber-Anima, we can build a recommendation system. The system take the concepts in cyber-anima into consideration and build relations between these concepts and user behavior to make further recommendations. We do some experiment with the dataset from travelhub.cn, which is a platform for travel services and is sponsored by the national technology plan. From the experiment, our implementation is better than FISM and Item-based collaborative and the time cost is reasonable.
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