Reliability of Representative Reviewers on the Web

Sang-Min Choi, Jeong-Won Cha, Laehyun Kim, Yo-Sub Han
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Abstract

There are opinion leaders in a society who represent the opinion of general public. The general public accepts information not only by mass media but also by opinion leaders. Since the late 20th century, the number of Internet users has increased fast. Many users interact with each other in an online social network. This makes the Web community similar to the real society. Thus it is a natural task to find influential users in an online society. For example, many online articles posted by influential bloggers are used as marketing tools for companies or political advertisements for parties since these articles have huge influence to other users. We first revisit the previous researches on finding influential users in online society. Then we compose test sets from the GroupLens movie database and identify representative reviewers. Next, we show the validity of the chosen representative reviewers and test the reliability using the 10-fold cross- validation. Finally, we explain applicability of the proposed approach to improve current recommendation systems.
Web上代表性审稿人的可靠性
社会中有代表大众意见的意见领袖。大众不仅接受大众传媒的信息,也接受舆论领袖的信息。自20世纪末以来,互联网用户的数量迅速增加。许多用户在在线社交网络中相互交流。这使得网络社区与现实社会相似。因此,在网络社会中寻找有影响力的用户是一项自然的任务。例如,许多有影响力的博主在网上发表的文章被用作公司的营销工具或政党的政治广告,因为这些文章对其他用户具有巨大的影响力。我们首先回顾了之前关于寻找网络社会中有影响力的用户的研究。然后,我们从GroupLens电影数据库中组合测试集,并确定有代表性的评论者。接下来,我们展示所选择的代表性评论者的效度,并使用10倍交叉验证来测试信度。最后,我们解释了所提出的方法在改进当前推荐系统中的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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