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Kernel Methods for Nonparametric Bayesian Inference of Probability Densities and Point Processes. Adams, RP.  Department of Physics. Ph.D.:157. 2009.   { PDF | Google Scholar | BibTex } Honorable Mention for International Society for Bayesian Analysis Savage Award in Theory and Methods
Bootstrap Learning Via Modular Concept Discovery. Dechter, E, Malmaud J, Adams RP, Tenenbaum JB.  23rd International Joint Conference on Artificial Intelligence. 2013.   { PDF | Google Scholar | BibTex }
Discovering Shared Cardiovascular Dynamics within a Patient Cohort. Nemati, S, Lehman L-wei, Adams RP, Malhotra A.  International Conference of the IEEE Engineering in Medicine and Biology Society. 2012.   { PDF | Google Scholar | BibTex }
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 }
Firefly Monte Carlo: Exact MCMC with Subsets of Data. Maclaurin, D, Adams RP.  Thirtieth Conference on Uncertainty in Artificial Intelligence (UAI). 2014.   { arXiv:1403.5693 [stat.ML] | PDF | Google Scholar | BibTex } Winner of Best Paper Award
The Gaussian Process Density Sampler. Adams, RP, Murray I, MacKay DJC.  Advances in Neural Information Processing Systems 21. 2009.   { PDF | Google Scholar | BibTex }
Gaussian Process Product Models for Nonparametric Nonstationarity. Adams, RP, Stegle O.  Proceedings of the 25th International Conference on Machine Learning. 1-8. 2008.   { PDF | Google Scholar | BibTex }
Slice Sampling Covariance Hyperparameters in Latent Gaussian Models. Murray, I, Adams RP.  Advances in Neural Information Processing Systems 23. 1723-1731. 2010.   { arXiv:1006.0868 [stat.CO] | PDF | Code | Google Scholar | BibTex }
Tracking Progression of Patient State of Health in Critical Care Using Inferred Shared Dynamics in Physiological Time Series. Lehman, L-wei, Nemati S, Adams RP, Moody G, Malhotra A, Mark R.  Proceedings of the 35th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). 2013.   { PDF | Google Scholar | BibTex }
Tractable Nonparametric Bayesian Inference in Poisson Processes with Gaussian Process Intensities. Adams, RP, Murray I, MacKay DJC.  Proceedings of the 26th International Conference on Machine Learning. 2009.   { PDF | Code | Google Scholar | BibTex } Honorable Mention for Best Student Paper
Trick or Treat: Putting Peer Prediction to the Test. Gao, XA, Mao A, Chen Y, Adams RP.  Fifteenth ACM Conference on Economics and Computation (EC). 2014.   { PDF | Google Scholar | BibTex }