Submitted and In Preparation

  • Nadkarni, R., Foti, N. J., Lee, A. K. C., & Fox, E. B. (2017). Sparse plus low-rank graphical models of time series to infer functional connectivity from MEG recordings, Submitted to UAI.

Refereed Publications

  • Miller, A. C., Foti, N. J., & Adams, R. P. (2017). Variational boosting: Iteratively refining posterior approximations. In International Conference on Machine Learning (ICML).
  • Ma, Y., Foti, N. J., & Fox, E. B. (2017). Stochastic gradient MCMC methods for hidden Markov models. In International Conference on Machine Learning (ICML).
  • Tank, A., Foti, N. J., & Fox, E. B. (2015). Bayesian structure learning for stationary time series. In Uncertainty in Artificial Intelligence (UAI).
  • Tank, A., Foti, N. J., & Fox, E. B. (2015). Streaming variational inference for Bayesian nonparametric mixture models. In Artificial Intelligence and Statistics (AISTATS).
  • Foti, N. J., Xu, J., Laird, D., & Fox, E. B. (2014). Stochastic variational inference for hidden Markov models. In Neural Information Processing Systems (NIPS).
  • Foti, N. J., & Williamson, S. A. (2015). A survey of non-exchangeable priors for Bayesian nonparametric models. IEEE Pattern Analysis and Machine Intelligence Special Issue On Bayesian Nonparametrics.
  • Caccioli, F., Foti, N. J., Rockmore, D. N., & Farmer, J. D. (2015). Overlapping portfolios, contagion, and financial stability. Journal of Economic Dynamics and Control, 51, 50–63.
  • Ginsburg, T., Foti, N. J., & Rockmore, D. N. (2015). “We the peoples”: The global original of constitutional preambles. The George Washington International Law Review, 46(2).
  • Foti, N. J., Pauls, S., & Rockmore, D. N. (2013). Stability of the World Trade Web over time - An extinction analysis. Journal of Economic Dynamics and Control, 37(9), 1889–1910.
  • Foti, N. J., Futoma, J. D., Rockmore, D. N., & Williamson, S. A. (2013). A unifying representation for a class of dependent random measures. In Artificial Intelligence and Statistics (AISTATS). Notable Paper Award
  • Foti, N. J., & Williamson, S. A. (2012). Slice sampling normalized kernel-weighted completely random measure mixture models. In Neural Information Processing Systems (NIPS).
  • Hughes, J. M., Foti, N. J., Krakauer, D. C., & Rockmore, D. N. (2012). Quantitative patterns of stylistic influence in the evolution of literature. Proceedings of the National Academy of Sciences, 109(20).
  • Foti, N. J., Hughes, J. M., & Rockmore, D. N. (2011). Nonparametric sparsification of complex multiscale networks. PLoS ONE, 6(2).