Katherine Heller

Katherine Heller

Assistant Professor of Statistical Science

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.

Savage, RS, Heller, K, Xu, Y, Ghahramani, Z, Truman, WM, Grant, M, Denby, KJ, and Wild, DL. "R/BHC: Fast Bayesian hierarchical clustering for microarray data." BMC Bioinformatics 10 (2009). Full Text

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

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 nonparametric Bayesian approach to modeling overlapping clusters." Journal of Machine Learning Research 2 (2007): 187-194.

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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