Zhi-fang Liao This email address is being protected from spambots. You need JavaScript enabled to view it.¹, Fei Cai¹, Miao Zhang², Zhi-ning Liao³ and Yan Zhang⁴

¹School of Software, Central South University, Changsha, Hunan, P.R. China
²Department of Computer Science, University of Texas at Arlington, Arlington, TX, USA
³Faculty of Engineering, Science & The Built Environment, London South Bank University, London, UK
⁴Institute of Human Development, The University of Manchester, UK

REFERENCES

1. [1] Adomavicius, G. and Tuzhilin, A., “Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions,” IEEE Transactions on Knowledge and Data Engineering, pp. 734749 (2005). doi: 10.1109/TKDE.2005.99
2. [2] Symeonidis, P., Nanopoulos, A. and Manolopoulos, Y., “Tag Recommendations Based on Tensor Dimensionality Reduction,” Proceedings of the 2008 ACM Conference on Recommender Systems, pp. 4350, ACM (2008). doi: 10.1145/1454008.1454017
3. [3] Cai, Y., Zhang, M., Luo, D., Ding, C. and Chakravarthy, S., “Low-Order Tensor Decompositions for Social Tagging Recommendation,” Proceedings of the 2011 ACM International Conference on Web Search and Data Mining, pp. 695704 (2011). doi: 10.1145/ 1935826.1935920
4. [4] Rendle, S., Balby Marinho, L., Nanopoulos, A. and Schmidt-Thieme, L., “Learning Optimal Ranking with Tensor Factorization for Tag Recommendation,” Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 727736, ACM (2009). doi: 10.1145/1557019. 1557100
5. [5] Rendle, S. and Schmidt-Thieme, L., “Pairwise Interaction Tensor Factorization for Personalized Tag Recommendation,” Proceedings of the Third ACM International Conference on Web Search and Data Mining, pp. 8190, ACM (2010). doi: 10.1145/1718487. 1718498
6. [6] Symeonidis, P., Nanopoulos, A. and Manolopoulos, Y., “A Unified Framework for Providing Recommendations in Social Tagging Systems Based on Ternary Semantic Analysis,” IEEE Transactions on Knowledge and Data Engineering (2009). doi: 10.1109/TKDE. 2009.85
7. [7] Zhang, M., Ding, C. and Liao, Z. F., “Tensor Fold-in Algorithms for Social Tagging Prediction,” 2011 11th IEEE International Conference on Data Mining, pp. 12541259 (2011). doi: 10.1109/ICDM.2011.142
8. [8] Liao, Z. F., Li, L., et al., “A Tripartite Decomposition of Tensor for Social Tagging,” Chinese Journal of Computers, Vol. 35, No. 12, pp. 26252632 (2012).
9. [9] Lathauwer, L. D., Moor, B. D. and Vandewalle, J., “A Multilinear Singular Value Decomposition,” SIAM Journal on Matrix Analysis and Applications, Vol. 21, pp. 12531278 (2000). doi: 10.1137/S089547989630 5696
10. [10] Tomasi, G. and Bro, R., “PARAFAC and Missing Values,” Chemometrics and Intelligent Laboratory Systems, Vol. 75, No. 2, pp. 163180 (2005). doi: 10. 1016/j.chemolab.2004.07.003
11. [11] Jaschke, R., Marinho, L., Hotho, A., Schmidt-Thieme, L. and Stumme, G., “Tag Recommendations in Folksonomies,” Knowledge Discovery in Databases: PKDD 2007, pp. 506514 (2007). doi: 10.1007/978-3-540- 74976-9_52
12. [12] Tso-Sutter, K., Marinho, L. and Schmidt-Thieme, L., “Tagaware Recommender Systems by Fusion of Collaborative Filtering Algorithms,” Proceedings of the 2008 ACM Symposium on Applied Computing, pp. 19951999, ACM (2008). doi: 10.1145/1363686. 1364171
13. [13] Hotho, A., Jaschke, R., Schmitz, C. and Stumme, G., “Information Retrieval in Folksonomies: Search and Ranking,” The Semantic Web: Research and Applications, pp. 411426 (2006). doi: 10.1007/11762256_31
14. [14] Xu, Z., Fu, Y., Mao, J. and Su, D., “Towards the Semantic Web: Collaborative Tag Suggestions,” Collaborative Web Tagging Workshop at WWW2006, Edinburgh, Scotland (2006).