Filters: Keyword is bayesian nonparametrics  [Clear All Filters]
Archipelago: Nonparametric Bayesian Semi-Supervised Learning. Adams, RP, Ghahramani Z.  Proceedings of the 26th International Conference on Machine Learning. 2009.   { PDF | Google Scholar | BibTex } Honourable Mention for Best Paper
Discovering Shared Dynamics in Physiological Signals: Application to Patient Monitoring in ICU. Lehman, L-wei, Nemati S, Adams RP, Mark R.  International Conference of the IEEE Engineering in Medicine and Biology Society. 2012.   { PDF | Google Scholar | BibTex }
Gaussian Process Kernels for Pattern Discovery and Extrapolation. Wilson, AG, Adams RP.  Proceedings of the 30th International Conference on Machine Learning. 2013.   { arXiv:1302.4245 [stat.ML] | PDF | Code | Google Scholar | BibTex }
Graph-Sparse LDA: A Topic Model with Structured Sparsity. Doshi-Velez, F, Wallace B, Adams RP.  Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence. Submitted.   { arXiv:1410.4510 [stat.ML] | PDF | Google Scholar | BibTex }
On Nonparametric Guidance for Learning Autoencoder Representations. Snoek, J, Adams RP, Larochelle H.  Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS). 2012.   { arXiv:1102.1492v4 [stat.ML] | PDF | Code | Google Scholar | BibTex }
Learning the Structure of Deep Sparse Graphical Models. Adams, RP, Wallach HM, Ghahramani Z.  Journal of Machine Learning Research: Workshop and Conference Proceedings (AISTATS). 9:1-8. 2010.   { arXiv:1001.0160 [stat.ML] | PDF | Google Scholar | BibTex } Winner of Best Paper Award