Followee recommendation in Twitter using fuzzy link prediction
| Autor: | Luis M. Torres, Fernando M. Rodríguez, Sara E. Garza |
|---|---|
| Rok vydání: | 2016 |
| Předmět: |
Computer science
business.industry 02 engineering and technology Fuzzy control system Recommender system computer.software_genre Machine learning Fuzzy logic Expert system Theoretical Computer Science Computational Theory and Mathematics Similarity (network science) Artificial Intelligence Control and Systems Engineering 020204 information systems 0202 electrical engineering electronic engineering information engineering In real life 020201 artificial intelligence & image processing Heterogeneous information Artificial intelligence Link (knot theory) business computer |
| Zdroj: | Expert Systems. 33:349-361 |
| ISSN: | 0266-4720 |
| DOI: | 10.1111/exsy.12153 |
| Popis: | In social networking sites, it is useful to receive recommendations about whom to contact or follow. These recommendations not only allow to establish connections with people one might already know in real life but also with people or users that have similar interests or are potentially interesting. We propose an approach that tackles contact followee recommendation in Twitter by means of fuzzy logic. This fuzzy approach handles recommendation as a link prediction problem and uses three types of similarity between a pair of users: tweet similarity, followee id similarity, and followee tweet similarity. These similarities are calculated by extracting user profiles. These profiles are, in turn, obtained by considering Twitter as a heterogeneous information network. To test our approach, we crawled a repository of 6000 users and two million tweets, and we measured accuracy by comparing our results with the actual followee lists of the users. These results, which are also compared against the results given by state-of-the-art methods, show a high accuracy. Other advantages of the fuzzy system include a self-explanatory capability and the ability to produce a non-binary friendship value. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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