publications.bib

@inproceedings{
erturk2025beyond,
title={Beyond Sensor Data: Foundation Models of Behavioral Data from Wearables Improve Health Predictions},
author={Eray Erturk and Fahad Kamran and Salar Abbaspourazad and Sean Jewell and Harsh Sharma and Yujie Li and Sinead Williamson and Nicholas Foti and Joseph Futoma},
booktitle={International Conference on Machine Learning},
year={2025},
url={https://openreview.net/forum?id=DtVVltU1ak}
}

@inproceedings{miller2017reducing,
  title={Reducing reparameterization gradient variance},
  author={Miller, Andrew and Foti, Nicholas and D'Amour, Alexander and Adams, Ryan P},
  booktitle={Advances in Neural Information Processing Systems},
  volume={30},
  year={2017}
}

@article{lumsdaine2021intrafirm,
  title={The intrafirm complexity of systemically important financial institutions},
  author={Lumsdaine, Robin L and Rockmore, Daniel N and Foti, Nicholas and Leibon, Gregory and Farmer, J Doyne},
  journal={Journal of Financial Stability},
  volume={52},
  pages={100804},
  year={2021},
  publisher={Elsevier}
}

@article{caccioli2015overlapping,
  title={Overlapping portfolios, contagion, and financial stability},
  author={Caccioli, Fabio and Farmer, J Doyne and Foti, Nicholas and Rockmore, Daniel},
  journal={Journal of Economic Dynamics and Control},
  volume={51},
  pages={50--63},
  year={2015},
  publisher={Elsevier}
}

@inproceedings{foti2014stochastic,
  title={Stochastic variational inference for hidden Markov models},
  author={Foti, Nicholas and Xu, Jason and Laird, Dillon and Fox, Emily},
  booktitle={Advances in Neural Information Processing Systems},
  volume={27},
  year={2014}
}

@article{ginsburg2013we,
  title={We the peoples: the global origins of constitutional preambles},
  author={Ginsburg, Tom and Foti, Nicholas and Rockmore, Daniel},
  journal={George Washington International Law Review},
  volume={46},
  pages={305},
  year={2013}
}

@inproceedings{foti2012slice,
  title={Slice sampling normalized kernel-weighted completely random measure mixture models},
  author={Foti, Nicholas and Williamson, Sinead},
  booktitle={Advances in Neural Information Processing Systems},
  volume={25},
  year={2012}
}

@article{jewell2021s,
  title={It’s complicated: characterizing the time-varying relationship between cell phone mobility and COVID-19 spread in the US},
  author={Jewell, Sean and Futoma, Joseph and Hannah, Lauren and Miller, Andrew C and Foti, Nicholas and Fox, Emily B},
  journal={Nature Precision Journal of Digital Medicine},
  volume={4},
  number={1},
  pages={152},
  year={2021},
  publisher={Nature Publishing Group UK London}
}

@inproceedings{tank2015streaming,
  title={Streaming variational inference for Bayesian nonparametric mixture models},
  author={Tank, Alex and Foti, Nicholas and Fox, Emily},
  booktitle={Artificial Intelligence and Statistics},
  pages={968--976},
  year={2015},
  organization={PMLR}
}

@inproceedings{ma2017stochastic,
  title={Stochastic gradient MCMC methods for hidden Markov models},
  author={Ma, Yi-An and Foti, Nicholas and Fox, Emily B},
  booktitle={International Conference on Machine Learning},
  pages={2265--2274},
  year={2017},
  organization={PMLR}
}

@inproceedings{miller2020learning,
  title={Learning insulin-glucose dynamics in the wild},
  author={Miller, Andrew C and Foti, Nicholas and Fox, Emily},
  booktitle={Machine Learning for Healthcare},
  pages={172--197},
  year={2020},
  organization={PMLR}
}

@article{rockmore2018cultural,
  title={The cultural evolution of national constitutions},
  author={Rockmore, Daniel N and Fang, Chen and Foti, Nicholas and Ginsburg, Tom and Krakauer, David C},
  journal={Journal of the Association for Information Science and Technology},
  volume={69},
  number={3},
  pages={483--494},
  year={2018},
  publisher={Wiley Online Library}
}

@article{aicher2019stochastic,
  title={Stochastic gradient MCMC for state-space models},
  author={Aicher, Christopher and Ma, Yi-An and Foti, Nicholas and Fox, Emily B},
  journal={SIAM Journal on Mathematics of Data Science},
  volume={1},
  number={3},
  pages={555--587},
  year={2019},
  publisher={SIAM}
}

@inproceedings{miller2017variational,
  title={Variational boosting: Iteratively refining posterior approximations},
  author={Miller, Andrew C and Foti, Nicholas and Adams, Ryan P},
  booktitle={International Conference on Machine Learning},
  pages={2420--2429},
  year={2017},
  organization={PMLR}
}

@article{drew2024using,
  title={Using a linear dynamical system to measure functional connectivity from M/EEG},
  author={Drew, Jordan and Foti, Nicholas and Nadkarni, Rahul and Larson, Eric and Fox, Emily and KC Lee, Adrian},
  journal={Journal of Neural Engineering},
  volume={21},
  number={4},
  pages={046020},
  year={2024},
  publisher={IOP Publishing}
}

@inproceedings{foti2013unifying,
  title={A unifying representation for a class of dependent random measures},
  author={Foti, Nicholas and Futoma, Joseph and Rockmore, Daniel and Williamson, Sinead},
  booktitle={Artificial Intelligence and Statistics},
  pages={20--28},
  year={2013},
  organization={PMLR}
}

@inproceedings{ainsworth2018oi,
  title={oi-VAE: Output interpretable VAEs for nonlinear group factor analysis},
  author={Ainsworth, Samuel K and Foti, Nicholas and Lee, Adrian KC and Fox, Emily B},
  booktitle={International Conference on Machine Learning},
  pages={119--128},
  year={2018},
  organization={PMLR}
}

@article{hughes2012quantitative,
  title={Quantitative patterns of stylistic influence in the evolution of literature},
  author={Hughes, James M and Foti, Nicholas and Krakauer, David C and Rockmore, Daniel N},
  journal={Proceedings of the National Academy of Sciences},
  volume={109},
  number={20},
  pages={7682--7686},
  year={2012},
  publisher={National Academy of Sciences}
}

@article{tank2021neural,
  title={Neural granger causality},
  author={Tank, Alex and Covert, Ian and Foti, Nicholas and Shojaie, Ali and Fox, Emily B},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={44},
  number={8},
  pages={4267--4279},
  year={2021},
  publisher={IEEE}
}

@article{foti2017comment,
  title={Comment: Nonparametric Bayes Modeling of Populations of Networks},
  author={Foti, Nicholas and Fox, Emily B},
  journal={Journal of the American Statistical Association},
  volume={112},
  number={520},
  pages={1539--1543},
  year={2017},
  publisher={Taylor \& Francis}
}

@article{miller2020mobility,
  title={Mobility trends provide a leading indicator of changes in SARS-CoV-2 transmission},
  author={Miller, Andrew and Foti, Nicholas and Lewnard, Joseph and Jewell, Nicholas and Guestrin, Carlos and Fox, Emily},
  journal={MedRxiv},
  pages={2020--05},
  year={2020},
  publisher={Cold Spring Harbor Laboratory Press}
}

@article{foti2013stability,
  title={Stability of the world trade web over time--an extinction analysis},
  author={Foti, Nicholas and Pauls, Scott and Rockmore, Daniel N},
  journal={Journal of Economic Dynamics and Control},
  volume={37},
  number={9},
  pages={1889--1910},
  year={2013},
  publisher={Elsevier}
}

@article{miller2021breiman,
  title={Breiman's two cultures: You don't have to choose sides},
  author={Miller, Andrew C and Foti, Nicholas and Fox, Emily B},
  journal={Observational Studies},
  volume={7},
  number={1},
  pages={161--169},
  year={2021},
  publisher={University of Pennsylvania Press}
}

@article{foti2019statistical,
  title={Statistical model-based approaches for functional connectivity analysis of neuroimaging data},
  author={Foti, Nicholas and Fox, Emily B},
  journal={Current Opinion in Neurobiology},
  volume={55},
  pages={48--54},
  year={2019},
  publisher={Elsevier}
}

@article{miller2022statistical,
  title={Statistical deconvolution for inference of infection time series},
  author={Miller, Andrew C and Hannah, Lauren A and Futoma, Joseph and Foti, Nicholas and Fox, Emily B and D’Amour, Alexander and Sandler, Mark and Saurous, Rif A and Lewnard, Joseph A},
  journal={Epidemiology},
  volume={33},
  number={4},
  pages={470--479},
  year={2022},
  publisher={LWW}
}

@article{foti2013survey,
  title={A survey of non-exchangeable priors for Bayesian nonparametric models},
  author={Foti, Nicholas and Williamson, Sinead A},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={37},
  number={2},
  pages={359--371},
  year={2013},
  publisher={IEEE}
}

@inproceedings{aicher2020adaptively,
  title={Adaptively truncating backpropagation through time to control gradient bias},
  author={Aicher, Christopher and Foti, Nicholas and Fox, Emily B},
  booktitle={Uncertainty in Artificial Intelligence},
  pages={799--808},
  year={2020},
  organization={PMLR}
}