Title :
Reliability of Representative Reviewers on the Web
Author :
Choi, Sang-Min ; Cha, Jeong-Won ; Kim, Laehyun ; Han, Yo-Sub
Author_Institution :
Dept. of Comput. Sci., Yonsei Univ., Seoul, South Korea
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.
Keywords :
Internet; database management systems; public administration; recommender systems; social networking (online); GroupLens movie database; Internet; Web community; bloggers; general public opinion leader; marketing tool; mass media; online social network; online society; political advertisement; real society; recommendation system; representative reviewer reliability; representative reviewer test; test set; Blogs; Databases; Equations; Internet; Media; Motion pictures; Training data;
Conference_Titel :
Information Science and Applications (ICISA), 2011 International Conference on
Conference_Location :
Jeju Island
Print_ISBN :
978-1-4244-9222-0
Electronic_ISBN :
978-1-4244-9223-7
DOI :
10.1109/ICISA.2011.5772422