Publications

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. Numpywren: Serverless Linear Algebra. arXiv preprint, 2018.

Preprint PDF Project

. DeepLoco: Fast 3D Localization Microscopy Using Neural Networks. BioRxiv preprint, 2018.

Preprint PDF

. Flare prediction using photospheric and coronal image data. Solar Physics, 2018.

PDF Project Publication

. Occupy the Cloud: Distributed Computing for the 99%. Proceedings of the Eighth ACM Symposium on Cloud Computing, 2017.

PDF Project Publication

. Could a Neuroscientist understand a Microprocessor?. PLOS Computational Biology, 2017.

PDF Project Publication Website

. Towards Machine Learning on the Automata Processor. International Conference on High Performance Computing, 2016.

PDF Publication

. Kernel Latent Space Models for understanding neural connectomes. COSYNE 2016, 2016.

PDF Project

. Crosscat: A fully bayesian nonparametric method for analyzing heterogeneous, high dimensional data. The Journal of Machine Learning Research, 2016.

PDF Publication

. Fast algorithm for 3D localization through scattering media: forward model and physics. Computational Optical Sensing and Imaging, 2015.

Publication

. 3D imaging in volumetric scattering media using phase-space measurements. Optics Express, 2015.

PDF Project Publication

. Automatic discovery of cell types and microcircuitry from neural connectomics. eLife, 2015.

PDF Project Publication Website

. Scaling Nonparametric Bayesian Inference via Subsample-Annealing. Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics (2014), 2014.

PDF Publication

. Building fast Bayesian computing machines out of intentionally stochastic, digital parts. arXiv, 2014.

PDF Project

. Stochastic Architectures for Probabilistic Computation. MIT BCS PhD Thesis, 2014.

PDF Project

. Cross-Categorization: A Method for Discovering Multiple Overlapping Clusterings. NIPS Workshop of Nonparametric Bayesian Statistics, 2009.

PDF

. Exact and Approximate Sampling by Systematic Stochastic Search. Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics (2009), 2009.

PDF Publication

. Stochastic Digital Circuits for Probabilistic Inference. Technical Report 2008-069, 2008.

PDF Project