Wikipedia enriched advertisement recommendation for microblogs by using sentiment enhanced user profiles

Date

2020-04-01

Author

Simsek, Atakan
Karagöz, Pınar

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This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

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Advertisement recommendation on the Web is a popular research problem. For microblog platforms, different requirements arise due to the differences in the context of social media and social network. In this work, we propose an advertisement recommendation technique for microblogs. The proposed solution uses all contents of the messages (texts, captions, web links, hashtags), and enhances them with sentiment data and followee/follower interactions expressed as microblog posts to generate a new user model. As another novel feature, Wikipedia Good Pages are used as general background knowledge for matching user profiles and advertisement contents. On the basis of the similarity between advertisement vectors and user profile vectors, the most related advertisement for the selected user is determined. Evaluation results show that the proposed solution performs better for advertisement recommendation on microblog platform and works faster in comparison to other techniques.

Subject Keywords

Twitter, Mechanism, Information, Short text, Social media, Matching approach, Word-of-mouth

URI

https://hdl.handle.net/11511/32744

Journal

JOURNAL OF INTELLIGENT INFORMATION SYSTEMS

DOI

https://doi.org/10.1007/s10844-018-0540-5

Collections

Department of Computer Engineering, Article

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Citation Formats

A. Simsek and P. Karagöz, “Wikipedia enriched advertisement recommendation for microblogs by using sentiment enhanced user profiles,” JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, pp. 245–269, 2020, Accessed: 00, 2020. [Online]. Available: https://hdl.handle.net/11511/32744.