Personalized geo-specific tag recommendation for photos on social websites

IEEE Transactions on Multimedia

Volumn 16, Issue 3, 2014, Pages 588-600

  Liu, Jing ^a   Li, Zechao ^b   Tang, Jinhui ^b   Jiang, Yu ^a   Lu, Hanqing ^a  

^a INSTITUTE OF AUTOMATION   (China)

^b NANJING UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

Geo location preference; personalized tag recommendation; subspace learning; tagging history; user preference

Indexed keywords

ITERATIVE METHODS; LEARNING SYSTEMS; MOSQUITO CONTROL; SEMANTICS; WEBSITES;

GEOLOCATIONS; ITERATIVE OPTIMIZATION; NEAREST NEIGHBOR SEARCH; PROGRESSIVE LEARNING; SUBSPACE LEARNING; TAG RECOMMENDATIONS; TEXTUAL INFORMATION; USER PREFERENCE;

E-LEARNING;

EID: 84897010405     PISSN: 15209210     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMM.2014.2302732     Document Type: Article

References (42)

1. T. L. Berg, A. C. Berg, and J. Shih, "Automatic attribute discovery and characterization from noisy web images, " in Proc. ECCV, 2010, pp. 663-676.
2. T. Mei, W. H. Hsu, and J. Luo, "Knowledge discovery from community-contributed multimedia, " IEEE Multimedia, vol. 17, no. 4, pp. 16-17, Oct. 2010.
3. Y. Shen and J. Fan, "Leveraging loosely-tagged images and inter-object correlations for tag recommendation, " in Proc. ACM Multimedia, 2010.
4. J. Tang, S. Yan, R. Hong, G.-J. Qi, and T.-S. Chua, "Inferring semantic concepts from community-contributed images and noisy tags, " in Proc. ACM Multimedia, 2009.
5. H. Chen, M. Chang, P. Chang, M. Tien, W. Hsu, and J. Wu, "Sheepdog: Group and tag recommendation for flikr photos by automatic search-based learning, " in Proc. ACM Multimedia, 2008.
6. Y. Song, L. Zhang, and C. L. Giles, "Automatic tag recommendation algorithms for social recommender systems, " ACM Trans. Web, vol. 5, no. 1, 2011.
7. A. Sun, S. S. Bhowmick, and J.-A. Chong, "Social image tag recommendation by concept matching, " in Proc. ACM Multimedia, 2011.
8. B. Sigurbjörnsson and R. van Zwol, "Flickr tag recommendation based on collective knowledge, " in Proc. ACM WWW, 2008.
9. M. Ames and M. Naaman, "Why we tag: Motivations for annotation in mobile and online media, " in Proc. ACM CHI, 2007.
10. P. Serdyukov, V. Murdock, and R. van Zwol, "Placing Flickr photos on a map, " in Proc. ACM SIGIR, 2009.
11. E. Moxley, J. Kleban, and B. S. Manjunath, "SpiritTagger: A geo-aware tag suggestion tool mined from Flickr, " in Proc. ACM MIR, 2008.
12. J. Kleban, E. Moxley, J. Xu, and B. Manjunath, "Global annotation on georeferenced photographs, " in Proc. CIVR, 2009.
13. E. Moxley, J. Kleban, and B. S. Manjunath, "Not all tags are created equal: Learning Flickr tag semantics for global annotation, " in Proc. ICME, 2009.
14. A. Silva and B. Martins, "Tag recommendation for georeferenced photos, " in Proc. ACM SIGSPATIAL Int. Workshop Location-Based Social Networks, 2011.
15. X. Li, C. G. M. Snoek, M. Worring, and A. W. M. Smeulders, "Fusing concept detection and geo context for visual search, " in Proc. ACM ICMR, 2012.
16. X. Qian, X. Liu, C. Zheng, Y. Du, and X. Hou, "Tagging photos using users' vocabularies, " Neurocomputing, vol. 111, pp. 144-153, 2013.
17. J. Liu, M. Li, Q. Liu, H. Lu, and S. Ma, "Image annotation via multi-graph learning, " Pattern Recognit., vol. 42, no. 2, pp. 218-228, 2009.
18. Z. Li, J. Liu, X. Zhu, T. Liu, and H. Lu, "Image annotation using multi-correlation probabilistic matrix factorization, " in Proc. ACM MM, 2010.
19. J. Tang, R. Hong, S. Yan, T.-S. Chua, G.-J. Qi, and R. Jain, "Image annotation by k nn-sparse graph-based label propagation over noisily tagged web images, " ACM Trans. Intell. Syst. Technol., vol. 2, no. 2, pp. 14: 1-15, 2011.
20. J. Tang, Q. Chen, M. Wang, S. Yan, T.-S. Chua, and R. Jain, "Towards optimizing human labeling for interactive image tagging, " ACM Trans. Multimedia Comput., Commun., Applicat., vol. 9, no. 4, pp. 29: 1-18, 2013.
21. X. Li, C. Snoek, and M. Worring, "Unsupervised multi-feature tag relevance learning for social image trieval, " in Proc. CIVR, 2010.
22. N. Garg and I. Weber, "Personalized, interactive tag recommendation for flickr, " in Proc. ACM Recommender Systems, 2008.
23. T. Takashita, T. Itokawa, T. Kitasuka, and M. Aritsugi, "Tag recommendation for flickr using web browsing behavior, " in Proc. ICCSA, 2010.
24. S. Lee, W. D. Neve, K. N. Plataniotis, and Y. M. Ro, "Map-based image tag recommendation using a visual folksonomy, " Pattern Recognit. Lett., vol. 31, no. 9, pp. 976-982, 2010.
25. W. Eom, S. Lee, W. D. Neve, and Y. M. Ro, "Improving image tag recommendation using favorite image context, " in Proc. IEEE ICIP, 2011.
26. N. Sawant, R. Datta, J. Li, and J. Wang, "Quest for relevant tags using local interaction networks and visual content, " in Proc. ACM MIR, 2010.
27. P. Symeonidis, A. Nanopoulos, and Y. Manolopoulos, "Tag recommendations based on tensor dimensionality reduction, " in Proc. ACM WSDM, 2008.
28. S. Rendle, L. B. Marinho, A. Nanopoulos, and L. Schmidt-Thieme, "Learning optimal ranking with tensor factorization for tag recommendation, " in Proc. ACM KDD, 2009.
29. S. Rendle and L. S. Thieme, "Pairwise interaction tensor factorization for personalized tag recommendation, " in Proc. ACM WSDM, 2010.
30. A. Nanopoulos, D. Rafailidis, and Y. Manolopoulos, "Musicbox: Personalized music recommendation based on cubic analysis of social tags, " IEEE Trans. Audio, Speech, Lang. Process., vol. 18, no. 2, pp. 407-412, 2010.
31. Y. Cai, M. Zhang, D. Luo, C. Ding, and S. Chakravarthy, "Low-order tensor decompositions for social tagging recommendation, " in Proc. ACM WSDM, 2011.
32. D. Rafailidis and P. Daras, "The TFC model: Tensor factorization and tag clustering for item recommendation in social tagging systems, " IEEE Trans. Syst., Man, Cybern.: Syst., vol. 43, no. 3, pp. 673-688, 2013.
33. X. Li, E. Gavves, and C. G. Snoek, "Personalized automated image annotation using cross-entropy, " in Proc. ACM Multimedia, 2011.
34. G.-J. Qi, C. Aggarwal, and T. Huang, "Towards semantic knowledge propagation from text corpus to web images, " in Proc. ACM WWW, 2011.
35. G.-J. Qi, X.-S. Hua, and H.-J. Zhang, "Learning semantic distance from community-tagged media collection, " in Proc. ACM Multimedia, 2009.
36. X. He, S. Yan, Y. Ho, P. Niyogi, and H.-J. Zhang, "Face recognition using Laplacianfaces, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 3, pp. 328-340, 2005. (Pubitemid 40377326)
37. S. Roweis and L. Saul, "Nonlinear dimensionality reduction by locally linear embedding, " Science, vol. 290, no. 22, pp. 2323-2326, 2000. (Pubitemid 32041578)
38. Y.-N. Chen, C.-C. Han, C.-T. Wang, and K.-C. Fan, "Face recognition using nearest feature space embedding, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 6, pp. 1073-1086, 2011.
39. F. Nie, H. Huang, X. Cai, and C. Ding, "Efficient and robust feature selection via joint l21-norms minimization, " in Proc. NIPS, 2010.
40. Z. Li, Y. Yang, J. Liu, X. Zhou, and H. Lu, "Unsupervised feature selection using nonnegative spectral analysis, " in Proc. AAAI, 2012.
41. M. Datar, P. Indyk, N. Immorlica, and V. Mirrokni, "Locality sensitive hashing scheme based on p-stable distributions, " in Proc. Symp. Computational Geometry, 2004.
42. D. G. Lowe, "Distinctive image features from scale-invariant key-points, " Int. J. Comput. Vision, vol. 60, no. 2, pp. 91-110, 2004.