Katherine Heller

Papers

• K.A. Heller, A. Sanborn, and N. Chater,
  "Hierarchical Learning of Dimensional Biases in Human Categorization",
  In Neural Information Processing Systems (NIPS 2009).
  
  
• R.S. Savage, K.A. Heller, Y. Xu, Z. Ghahramani, W.M. Truman, M. Grant, K.J. Denby, and D.L. Wild,
  "R/BHC:Fast Bayesian Hierarchical Clustering for Microarray Data",
  BMC Bioinformatics 2009, 10:242.
  
  
• K.A. Heller, Y.W. Teh, and D. Gorur,
  "The Infinite Hierarchical Hidden Markov Model",
  In the 12th International Conference on AI and Statistics (AISTATS 2009).
  
  
• Y. Xu, K.A. Heller, and Z. Ghahramani,
  "Tree-Based Inference for Dirichlet Process Mixtures",
  In the 12th International Conference on AI and Statistics (AISTATS 2009).
  
  
• K.A. Heller,
  "Efficient Bayesian Methods for Clustering",
  Ph.D. Thesis 2008.
  
  
• S. Mohamed, K.A. Heller and Z. Ghahramani,
  "Bayesian Exponential Family PCA",
  In Neural Information Processing Systems (NIPS 2008).
  
  
• K.A. Heller, S. Williamson and Z. Ghahramani,
  "Statistical Models for Partial Membership"
  In the 25th International Conference on Machine Learning (ICML 2008).
  
  
• K.A. Heller and Z. Ghahramani,
  "A Nonparametric Bayesian Approach to Modeling Overlapping Clusters",
  In the 11th International Conference on AI and Statistics (AISTATS 2007).
  
  
• R. Silva, K.A. Heller and Z. Ghahramani,
  "Analogical Reasoning with Relational Bayesian Sets",
  In the 11th International Conference on AI and Statistics (AISTATS 2007).
  
  
• K.A. Heller and Z. Ghahramani,
  "A Simple Bayesian Framework for Content-Based Image Retrieval",
  In the IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2006).
  
  
• Z. Ghahramani and K.A. Heller,
  "Bayesian Sets",
  In Advances in Neural Information Processing Systems (NIPS 2005).
  
  
• K.A. Heller and Z. Ghahramani,
  "Randomized Algorithms for Fast Bayesian Hierarchical Clustering" ,
  PASCAL Workshop on Statistics and Optimization of Clustering 2005.
  
  
• K.A. Heller and Z. Ghahramani,
  "Bayesian Hierarchical Clustering"
  In the Twenty-second International Conference on Machine Learning (ICML 2005).
  There is also a longer version, Gatsby Unit Technical Report GCNU-TR 2005-002. [ps] [pdf]
  
  
• S.J. Stolfo, F. Apap, E. Eskin, K.A. Heller, S. Hershkop, A. Honig, K.M. Svore,
  "A Comparitive Evaluation of Two Algorithms for Windows Registry Anomaly Detection",
  Journal of Computer Security 2005 13(4):659-693.
  
  
• K.A. Heller, K.M. Svore, A. Keromytis, S.J. Stolfo,
  "One Class Support Vector Machines for Detecting Anomalous Windows Registry Accesses"
  In the proceedings of the workshop on Data Mining for Computer Security (ICDM 2003).
  
  
• X.I. Zhang, K.A. Heller, I. Hefter, C.S. Leslie, and L.A. Chasin,
  "Sequence Information for the Splicing of Human Pre-mRNA Identified by Support Vector Machine Classification",
  Genome Research 2003 13:2637-2650.
  
  

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