Publications

2015

  1. Kai Fan, Ziteng Wang, Jeffrey Beck, James Kwok and Katherine A. Heller. Fast Second Order Stochastic Backpropagation for Variational Inference. NIPS 2015
  2. Xiangyu Wang, Fangjian Guo, Katherine A. Heller and David B. Dunson. Parallelizing MCMC with random partition trees. NIPS 2015 (GitHub)
  3. Kai Fan, Marisa Eisenberg, Alison Walsh, Allison Aiello and Katherine A. Heller. Hierarchical Graph-Coupled HMMs for Heterogeneous Personalized Health Data. KDD 2015
  4. Jiefeng Jiang, Jeffrey Beck, Katherine A. Heller, and Tobias Egner. An insula-frontostriatal network mediates flexible cognitive control by adaptively predicting changing control demands. Nature Communications 6 (2015).
  5. Fangjian Guo, Charles Blundell, Hanna M. Wallach and Katherine A. Heller. The Bayesian Echo Chamber: Modeling Influence in Conversations. AISTATS 2015 (GitHub)

2014

  1. Jiefeng Jiang, Katherine A. Heller, and Tobias Egner. Bayesian modeling of flexible cognitive control. Neuroscience and Biobehavioral Reviews 46 (2014): 30-43.
  2. Shakir Mohamed, Katherine A. Heller, and Zoubin Ghahramani. Bayesian Approaches for Sparse Latent Variable Models: Reconsidering L1 Sparsity. Practical Applications of Sparse Modeling (2014): 203.

2013

  1. Benjamin Letham, Cynthia Rudin, and Katherine A. Heller. Growing a list. Data Mining and Knowledge Discovery 27.3 (2013): 372-395.