Katherine Heller

Katherine Heller

Assistant Professor of Statistical Science

"Tree-based inference for dirichlet process mixtures." Journal of Machine Learning Research 5 (December 1, 2009): 623-630.

"Infinite hierarchical hidden Markov models." Journal of Machine Learning Research 5 (December 1, 2009): 224-231.

"Bayesian exponential family PCA." Advances in Neural Information Processing Systems 21 Proceedings of the 2008 Conference (December 1, 2009): 1089-1096.

"Hierarchical learning of dimensional biases in human categorization." Advances in Neural Information Processing Systems 22 Proceedings of the 2009 Conference (December 1, 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

"Statistical models for partial membership." Proceedings of the 25th International Conference on Machine Learning (November 26, 2008): 392-399.

Heller, KA, and Ghahramani, Z. "Analogical reasoning with relational Bayesian sets." Journal of Machine Learning Research 2 (December 1, 2007): 500-507.

"A nonparametric Bayesian approach to modeling overlapping clusters." Journal of Machine Learning Research 2 (December 1, 2007): 187-194.

"Bayesian sets." Advances in Neural Information Processing Systems (December 1, 2005): 435-442.

Stolfo, SJ, Apap, F, Eskin, E, Heller, K, Hershkop, S, Honig, A, and Svore, K. "A comparative evaluation of two algorithms for Windows Registry Anomaly Detection." Journal of Computer Security 13.4 (October 4, 2005): 659-693. Full Text

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