An empirical study of personal factors and social effects on rating prediction

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 9077, Issue , 2015, Pages 747-758

  Wang, Zhijin ^a   Yang, Yan ^a   Hu, Qinmin ^a   He, Liang ^a  

^a EAST CHINA NORMAL UNIVERSITY   (China)

Author keywords

Personal factors; Rating prediction; Social effects

Indexed keywords

DATA MINING; FACTORIZATION; FORECASTING; RATING;

EMPIRICAL STUDIES; MATRIX FACTORIZATIONS; PERSONAL FACTORS; RECOMMENDATION ACCURACY; SIMILAR INTERESTS;

ECONOMIC AND SOCIAL EFFECTS;

EID: 84945943325     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-18038-0_58     Document Type: Conference Paper

References (24)

1. Bedi, P., Kaur, H., Marwaha, S.: Trust based recommender system for semantic web. In: IJCAI 2007, pp. 2677–2682 (2007)
2. Bell, R. M., Koren, Y.: Scalable collaborative filtering with jointly derived neighborhood interpolation weights. In: ICDM 2007, pp. 43–52 (2007)
3. Hu, Y., Koren, Y., Volinsky, C.: Collaborative filtering for implicit feedback datasets. In: ICDM 2008, pp. 263–272 (2008)
4. Huang, J., Cheng, X., Guo, J., Shen, H., Yang, K.: Social recommendation with interpersonal influence. In: ECAI 2010, pp. 601–606 (2010)
5. Jamali, M., Ester, M.: TrustWalker: a random walk model for combining trustbased and item-based recommendation. In: KDD 2009, pp. 397–406 (2009)
6. Jamali, M., Ester, M.: A matrix factorization technique with trust propagation for recommendation in social networks. In: Recsys 2010, pp. 135–142 (2010)
7. Koren, Y.: Collaborative filtering with temporal dynamics. In: KDD 2009, pp. 447–456 (2009)
8. Koren, Y., Bell, R. M., Volinsky, C.: Matrix factorization techniques for recommender systems. IEEE Computer 42(8), 30–37 (2009)
9. Lu, W., Ioannidis, S., Bhagat, S., Lakshmanan, L. V. S.: Optimal recommendations under attraction, aversion, and social influence. In: KDD 2014 (2004)
10. Ma, H.: An experimental study on implicit social recommendation. In: SIGIR 2013, pp. 73–82 (2013)
11. Ma, H., King, I., Lyu, M. R.: Learning to recommend with social trust ensemble. In: SIGIR 2009, pp. 203–210 (2009)
12. Ma, H., Yang, H., Lyu, M. R., King, I.: Sorec: social recommendation using probabilistic matrix factorization. In: CIKM 2008, pp. 931–940 (2008)
13. Ma, H., Zhou, D., Liu, C., Lyu, M. R., King, I.: Recommender systems with social regularization. In: WSDM 2011, pp. 287–296 (2011)
14. Massa, P., Avesani, P.: Trust-aware collaborative filtering for recommender systems. In: Meersman, R. (ed.) OTM 2004. LNCS, vol. 3290, pp. 492–508. Springer, Heidelberg (2004)
15. Massa, P., Avesani, P.: Trust-aware bootstrapping of recommender systems. In: ECAI 2006 Workshop on Recommender Systems, pp. 29–33 (2006)
16. Massa, P., Avesani, P.: Trust-aware recommender systems. In: Recsys 2007, pp. 17–24 (2007)
17. Pilászy, I., Zibriczky, D., Tikk, D.: Fast als-based matrix factorization for explicit and implicit feedback datasets. In: Recsys 2010, pp. 71–78 (2010)
18. Salakhutdinov, R., Mnih, A.: Probabilistic matrix factorization. In: NIPS 2007 (2007)
19. Schelter, S., Boden, C., Schenck, M., Alexandrov, A., Markl, V.: Distributed matrix factorization with mapreduce using a series of broadcast-joins. In: Recsys 2013, pp. 281–284 (2013)
20. Shen, Y., Jin, R.: Learning personal + social latent factor model for social recommendation. In: KDD 2012, pp. 1303–1311 (2012)
21. Victor, P., Cock, M. D., Cornelis, C.: Trust and recommendations. In: Recommender Systems Handbook, pp. 645–675 (2011)
22. Yao, Y., Tong, H., Yan, G., Xu, F., Zhang, X., Szymanski, B. K., Lu, J.: Dualregularized one-class collaborative filtering. In: CIKM 2014, pp. 759–768 (2014)
23. Yu, L., Pan, R., Li, Z.: Adaptive social similarities for recommender systems. In: Recsys 2011, pp. 257–260 (2011)
24. Yuan, Q., Chen, L., Zhao, S.: Factorization vs. regularization: fusing heterogeneous social relationships in top-n recommendation. In: Recsys 2011, pp. 245–252 (2011)