Information Retrieval

The asymptotics of ranking algorithms. J. Duchi, L. Mackey, and M. I. Jordan. Annals of Statistics, in press.

The nested Chinese restaurant process and Bayesian inference of topic hierarchies. D. M. Blei, T. Griffiths, and M. I. Jordan. Journal of the ACM, 57, 1-30, 2010. [Software].

Hierarchical Dirichlet processes. Y. W. Teh, M. I. Jordan, M. J. Beal and D. M. Blei. Journal of the American Statistical Association, 101, 1566-1581, 2006. [Software].

Hierarchical topic models and the nested Chinese restaurant process. D. M. Blei, T. Griffiths, M. I. Jordan, and J. Tenenbaum. In S. Thrun, L. Saul, and B. Schoelkopf (Eds.), Advances in Neural Information Processing Systems (NIPS) 17, 2004.

Latent Dirichlet allocation. D. M. Blei, A. Y. Ng, and M. I. Jordan. Journal of Machine Learning Research, 3, 993-1022, 2003.

Modeling annotated data. D. M. Blei and M. I. Jordan. 26th International Conference on Research and Development in Information Retrieval (SIGIR), New York: ACM Press, 2003.

Matching words and pictures. K. Barnard, P. Duygulu, N. de Freitas, D. A. Forsyth, D. M. Blei, and M. I. Jordan. Journal of Machine Learning Research, 3, 1107-1135, 2003.

Hierarchical Bayesian models for applications in information retrieval. D. M. Blei, M. I. Jordan and A. Y. Ng. In: J. M. Bernardo, M. Bayarri, J. O. Berger, A. P. Dawid, D. Heckerman, A. F. M. Smith, and M. West (Eds.), Bayesian Statistics 7, 2003.

Stable algorithms for link analysis. A. Y. Ng, A. X. Zheng, and M. I. Jordan. Proceedings of the 24th International Conference on Research and Development in Information Retrieval (SIGIR), New York, NY: ACM Press, 2001.

Link analysis, eigenvectors, and stability. A. Y. Ng, A. X. Zheng, and M. I. Jordan. International Joint Conference on Artificial Intelligence (IJCAI), 2001.

Learning from dyadic data. T. Hofmann, J. Puzicha, and M. I. Jordan. In Kearns, M. S., Solla, S. A., and Cohn, D. (Eds.), Advances in Neural Information Processing Systems (NIPS) 12, Cambridge MA: MIT Press, 1999.