Correlation consistency constrained probabilistic matrix factorization for social tag refinement

Neurocomputing

Volumn 119, Issue , 2013, Pages 3-9

  Liu, Jing ^a   Zhang, Yifan ^a   Li, Zechao ^a   Lu, Hanqing ^a  

^a INSTITUTE OF AUTOMATION   (China)

Author keywords

Correlation consistency; Matrix factorization; Social image; Tag refinement

Indexed keywords

CORRELATION MATRIX; EFFECTIVE MANAGEMENT; IMAGE SIMILARITY; LATENT FACTOR; MATRIX FACTORIZATIONS; PROBABILISTIC MATRIX FACTORIZATIONS; SOCIAL IMAGES; TAG REFINEMENTS;

FACTORIZATION; IMAGE ANALYSIS; IMAGE RETRIEVAL;

IMAGE RECONSTRUCTION;

ALGORITHM; ANALYTIC METHOD; ARTICLE; CONTENT ANALYSIS; CONTROLLED STUDY; CORRELATION CONSISTENCY CONSTRAINED PROBABILISTIC MATRIX FACTORIZATION; IMAGE ANALYSIS; IMAGE PROCESSING; IMAGE TAG CORRELATION; IMAGING AND DISPLAY; INTERNET; PRIORITY JOURNAL; SIGNAL NOISE RATIO; SOCIAL MEDIA; SOCIAL TAG REFINEMENT;

EID: 84881559161     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2012.02.052     Document Type: Article

References (24)

1. Liu J., Li M., Liu Q., Lu H., Ma S. Image annotation via graph learning. Pattern Recognition 2009, 42(2):218-228.
2. J. Liu, B. Wang, M. Li, W. Ma, H. Lu, S. Ma, Dual cross-media relevance model for image annotation, in: ACM Multimedia, 2007, pp. 605-614.
3. V. Lavrenko, R. Manmatha, J. Jeon, A model for learning the semantics of pictures, in: NIPS, 2004, pp. 553-560.
4. J. Jeon, V. Lavrenko, R. Manmatha, Automatic image annotation and retrieval using cross-media relevance models, in: SIGIR, 2003, pp. 119-126.
5. S. Feng, R. Manmatha, V. Lavrenko, Multiple Bernoulli relevance models for image and video annotation, in: CVPR, 2004, pp. 1002-1009.
6. M. Guillaumin, T. Mensink, J. Verbeek, C. Schmid, Tagprop: discriminative metric learning in nearest neighbor models for image auto-annotation, in: ICCV, 2009, pp. 309-316.
7. F. Kang, R. Jin, R. Sukthankar, Correlated label propagation with application to multi-label learning, in: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2006, pp. 1719-1726.
8. F. Wang, C. Zhang, Label propagation through linear neighborhoods, in: ICML, 2006.
9. Y. Jin, L. Khan, L. Wang, Image annotations by combining multiple evidence WordNet, in: Proceedings of the 13th Annual ACM International Conference on Multimedia, 2005, pp. 706-715.
10. C. Wang, F. Jing, L. Zhang, H.-J. Zhang, Content-based image annotation refinement, in: CVPR, 2007.
11. H. Xu, J. Wang, X.-S. Hua, S. Li, Tag refinement by regularized LDA, in: ACM Multimedia, 2009, pp. 573-576.
12. J. Liu, M. Li, Q. Liu, H. Lu, S. Ma, Image annotation refinement using NSC-based word correlation, in: IEEE International Conference on Multimedia and Expo, 2009, pp. 799-802.
13. D. Liu, X.-S. Hua, L. Yang, M. Wang, H.-J. Zhang, Tag ranking, in: WWW, 2009.
14. J. Zhuang, S.C.H. Hoi, A two-view learning approach for image tag ranking, in: WSDM, 2011.
15. G. Zhu, S. Yan, Y. Ma, Image tag refinement towards low-rank, content-tag prior and error sparsity, in: ACM Multimedia, 2010, pp. 461-470.
16. Z. Li, J. Liu, X. Zhu, T. Liu, H. Lu, Image annotation using multi-correlation probabilistic matrix factorization, in: ACM Multimedia, 2010, pp. 1187-1190.
17. Tang J., Hua X.-S., Wang M., Gu Z., Qi G.-J., Wu X. Correlative linear neighborhood propagation for video annotation. IEEE Trans. Syst. Man Cybernet. Part B 2009, 39(2):409-416.
18. J. Tang, S. Yan, R. Hong, G.-J. Qi, T.-S. Chua, Inferring semantic concepts from community-contributed images and noisy tags, in: ACM Multimedia, 2009, pp. 223-232.
19. R. Salakhutdinov, A. Mnih, Probabilistic matrix factorization, in: NIPS, 2008, pp. 605-614.
20. Liu D., Hua X.-S., Zhang H.-J. Content-based tag processing for internet social images. Multimedia Tools Appl. 2011, 51(2):723-738.
21. D. Liu, S. Yan, Y. Rui, H.-J. Zhang, Unified tag analysis with multi-edge graph, in: ACM Multimedia, 2010, pp. 25-34.
22. X. Chen, Y. Mu, S. Yan, T.-S. Chua, Efficient large-scale image annotation by probabilistic collaborative multi-label propagation, in: ACM Multimedia, 2010, pp. 35-44.
23. Efron B., Hastie T., Johnstone I., Tibshirani R. Least angle regression. Ann. Stat. 2004, 32(2):407-499.
24. T.-S. Chua, J. Tang, R. Hong, H. Li, Z. Luo, Y.-T. Zheng, Nus-wide: a real-world web image database from national university of singapore, in: CIVR, 2009.