Katherine Heller

Katherine Heller

Assistant Professor of Statistical Science

Xu, Y, Heller, KA, and Ghahramani, Z. "Tree-based inference for dirichlet process mixtures." Journal of Machine Learning Research 5 (2009): 623-630.

Heller, KA, Teh, YW, and Görür, D. "Infinite hierarchical hidden Markov models." Journal of Machine Learning Research 5 (2009): 224-231.

Mohamed, S, Heller, K, and Ghahramani, Z. "Bayesian exponential family PCA." Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference (2009): 1089-1096.

Heller, K, Sanborn, A, and Chater, N. "Hierarchical learning of dimensional biases in human categorization." Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference (2009): 727-735.

Heller, KA, Williamson, S, and Ghahramani, Z. "Statistical models for partial membership." Proceedings of the 25th International Conference on Machine Learning (2008): 392-399.

Heller, KA, and Ghahramani, Z. "A nonparametric Bayesian approach to modeling overlapping clusters." Journal of Machine Learning Research 2 (2007): 187-194.

Silva, R, Heller, KA, and Ghahramani, Z. "Analogical reasoning with relational Bayesian sets." Journal of Machine Learning Research 2 (2007): 500-507.

Heller, KA, and Ghahramani, Z. "A simple bayesian framework for content-based image retrieval." Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2 (2006): 2110-2117. Full Text

Heller, KA, and Ghahramani, Z. "Bayesian hierarchical clustering." ICML 2005 - Proceedings of the 22nd International Conference on Machine Learning (2005): 297-304. Full Text

Ghahramani, Z, and Heller, KA. "Bayesian sets." Advances in Neural Information Processing Systems (2005): 435-442.

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