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All publications by Katherine A. Heller
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Parallelizing MCMC with Random Partition Trees
Xiangyu Wang, Fangjian Guo, Katherine A. Heller and David B. Dunson
Advances in Neural Information Processing Systems 28, 2015


Fast Second Order Stochastic Backpropagation for Variational Inference
Kai Fan, Ziteng Wang, Jeff Beck, James Kwok and Katherine A. Heller
Advances in Neural Information Processing Systems 28, 2015


Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models
Jeff Beck, Alexandre Pouget and Katherine A. Heller
Advances in Neural Information Processing Systems 25, 2012


Modelling Reciprocating Relationships with Hawkes Processes
Charles Blundell, Jeff Beck and Katherine A. Heller
Advances in Neural Information Processing Systems 25, 2012


Bayesian and L1 Approaches for Sparse Unsupervised Learning
Shakir Mohamed, Zoubin Ghahramani and Katherine A. Heller
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Testing a Bayesian Measure of Representativeness Using a Large Image Database
Joshua T. Abbott, Katherine A. Heller, Zoubin Ghahramani and Thomas L. Griffiths
Advances in Neural Information Processing Systems 24, 2011


The IBP Compound Dirichlet Process and its Application to Focused Topic Modeling
Sinead Williamson, Chong Wang, Katherine A. Heller and David M. Blei
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010


An Alternative Prior Process for Nonparametric Bayesian Clustering
Hanna M. Wallach, Shane Jensen, Lee Dicker and Katherine A. Heller
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


Hierarchical Learning of Dimensional Biases in Human Categorization
Adam Sanborn, Nick Chater and Katherine A. Heller
Advances in Neural Information Processing Systems 22, 2009


Tree-Based Inference for Dirichlet Process Mixtures
Yang Xu, Katherine A. Heller and Zoubin Ghahramani
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS-09), 2009


Infinite Hierarchical Hidden Markov Models
Katherine A. Heller, Yee W. Teh and Dilan Görür
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS-09), 2009


Statistical models for partial membership
Katherine A. Heller, Sinead Williamson and Zoubin Ghahramani
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Bayesian Exponential Family PCA
Shakir Mohamed, Zoubin Ghahramani and Katherine A. Heller
Advances in Neural Information Processing Systems 21, 2008


Analogical Reasoning with Relational Bayesian Sets
Ricardo Silva, Katherine A. Heller and Zoubin Ghahramani
Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics (AISTATS-07), 2007


A Nonparametric Bayesian Approach to Modeling Overlapping Clusters
Katherine A. Heller and Zoubin Ghahramani
Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics (AISTATS-07), 2007


Bayesian hierarchical clustering
Katherine A. Heller and Zoubin Ghahramani
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005