J. Li and J. Z. Wang, Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach, IEEE Trans.Pattern Anal. Mach. Intell, vol.25, issue.9, pp.1075-1088, 2003.

Y. Gao, J. Fan, H. Luo, X. Xue, and R. Jain, Automaticimage annotation by incorporating feature hierarchy andboosting to scale up SVM classifiers, Proceedings of the 14th Annual ACM international Conference on Multimedia, pp.23-27, 2006.

E. Chang, G. Kingshy, G. Sychay, and G. Wu, CBSA:content-based soft annotation for multimodal image retrieval using Bayes point machines, IEEE Trans. on CSVT, vol.13, issue.1, pp.26-38, 2003.

G. Carneiro and N. Vasconcelos, A database centric view of semantic image annotation and retrieval, Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval, SIGIR '05, pp.15-19, 2005.
DOI : 10.1145/1076034.1076129

R. P. Lippmann, Pattern classification using neural networks, IEEE Communications Magazine, vol.27, issue.11, pp.47-64, 1989.
DOI : 10.1109/35.41401

A. Chapelle, B. Zien, and . Scholkopf, Semi-supervised learning, 2006.
DOI : 10.7551/mitpress/9780262033589.001.0001

B. Shahshahani and D. Landgrebe, The effect of unlabeled samples in reducing the small sample size problem and mitigating the Hughes phenomenon, IEEE Transactions on Geoscience and Remote Sensing, vol.32, issue.5, pp.1087-1095, 1994.
DOI : 10.1109/36.312897

X. Zhu, Z. Ghahramani, and J. Lafferty, Semi-supervised learning using Gaussian fields and harmonic functions, Proceedings of the 20th International Conference on Machine Learning, pp.912-919, 2003.

D. Zhou, O. Bousquet, T. N. Lal, J. Weston, and B. Schollkopf, Learning with local and global consistency, Advances in Neural Information Processing Systems, pp.321-328, 2004.

M. Belkin, P. Niyogi, and V. Sindwani, On manifold regularization, Proceedings of 10th International Workshop on Artificial Intelligence and Statistics, pp.17-24, 2005.

A. Blum and S. Chawla, learning from labeled and unlabeled data using graph mincuts, proc, 18th international Conf. on Machine Learning, pp.19-26, 2001.

D. Zhou, J. Weston, A. Gretto, O. Bousquet, and B. Scholkpf, Ranking on data manifolds, Proc of NIPS'03, 2003.

C. Wang and . Zhang, Label propagation through linear neighborhoods, Proceedings of the 23rd international conference on Machine learning , ICML '06, pp.55-67, 2008.
DOI : 10.1145/1143844.1143968

D. Zhou, J. Weston, A. Gretto, O. Bousquet, and B. Scholkpf, Ranking on data manifolds, Proc of NIPS'03, 2003.