参考文献:1. Abdel-Hafez, A., Xu, Y. (2013) A survey of user modelling in social media websites. Computer and Information Science 6: pp. 59 CrossRef 2. Anderson, A., Huttenlocher, D., Kleinberg, J., Leskovec, J.: Effects of user similarity in social media. In: WSDM, pp. 703鈥?12. ACM (2012) 3. Campbell, W.M., Dagli, C.K., Weinstein, C.J.: Social Network Analysis with Content and Graphs. Lincoln Laboratory Journal聽20(1) (2013) 4. Kwok, K.L.: A neural network for probabilistic information retrieval. In: SIGIR 1989, pp. 21鈥?0 (1989) 5. Lane, N.D. (2011) Exploiting social networks for large-scale human behavior modeling. IEEE Pervasive Computing 10: pp. 45-53 CrossRef 6. Li, X., Wang, M., Liang, T.-P.: A multi-theoretical kernel-based approach to social network-based recommendation. Decision Support Systems (2014) 7. Liu, H., Hu, Z., Mian, A., Tian, H., Zhu, X. (2014) A new user similarity model to improve the accuracy of collaborative filtering. Knowledge-Based Systems 56: pp. 156-166 CrossRef 8. Medo, M. (2013) Network-based information filtering algorithms: Ranking and recommendation. Dynamics on and of Complex Networks. Springer, New York, pp. 315-334 9. Mizzaro, S., Pavan, M., Scagnetto, I., Valenti, M.: Short text categorization exploiting contextual enrichment and external knowledge. In: Proc. of SoMeRA 2014, SIGIR 2014 (2014) 10. Orlandi, F., Breslin, J., Passant, A.: Aggregated, interoperable and multi-domain user profiles for the social web. In: 8th Int. Conf. on Semantic Systems, pp. 41鈥?8. ACM (2012) 11. Tao, K., Abel, F., Gao, Q., Houben, G.-J. TUMS: Twitter-based user modeling service. In: Garc铆a-Castro, R., Fensel, D., Antoniou, G. eds. (2012) The Semantic Web: ESWC 2011 Workshops. Springer, Heidelberg, pp. 269-283 CrossRef 12. Wilkinson, R., Hingston, P.: Using the cosine measure in a neural network for document retrieval. In: ACM SIGIR Conf. on Research and Development in IR, pp. 202鈥?10. ACM (1991) 13. Yan, Q., Wu, L., Zheng, L. (2013) Social network based microblog user behavior analysis. Physica A: Statistical Mechanics and its Applications 392: pp. 1712-1723 CrossRef 14. Zhang, Y., Wu, Y., Yang, Q. (2012) Community discovery in twitter based on user interests. Journal of Computational Information Systems 8: pp. 991-1000
作者单位:Advances in Information Retrieval
丛书名:978-3-319-16353-6
刊物类别:Computer Science
刊物主题:Artificial Intelligence and Robotics Computer Communication Networks Software Engineering Data Encryption Database Management Computation by Abstract Devices Algorithm Analysis and Problem Complexity
出版者:Springer Berlin / Heidelberg
ISSN:1611-3349
文摘
We propose a method for computing user similarity based on a network representing the semantic relationships between the words occurring in the same tweet and the related topics. We use such specially crafted network to define several user profiles to be compared with cosine similarity. We also describe an initial experimental activity to study the effectiveness on a limited dataset.