Garrett Bernstein

Differentially Private Learning of Undirected Graphical Models Using Collective Graphical Models

Tao Sun, Gerome Miklau, Michael Hay, 2017, ICML.

MistNet: Measuring historical bird migration in the US using archived weather radar data and convolutional neural networks

Subhransu Maji, Adriaan M. Dokter, Kevin Winner, 2019, Methods in Ecology and Evolution.

Differentially Private Bayesian Inference for Exponential Families

Daniel Sheldon, Garrett Bernstein, D. Sheldon, 2018, NeurIPS.

Inference in a Partially Observed Queuing Model with Applications in Ecology

Kevin Winner, Daniel Sheldon, Garrett Bernstein, 2015, ICML.

Consistently Estimating Markov Chains with Noisy Aggregate Data pdf

Daniel Sheldon, Garrett Bernstein, D. Sheldon, 2016, AISTATS.

Bayesian Discovery of Threat Networks

Steven Thomas Smith, Edward K. Kao, Scott Philips, 2013, IEEE Transactions on Signal Processing.

Noise-Aware Inference for Differential Privacy

Garrett Bernstein, G. Bernstein, 2020 .

Bayesian network detection using absorbing Markov chains

Steven Thomas Smith, Edward K. Kao, Garrett Bernstein, 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Differentially Private Bayesian Linear Regression

Daniel Sheldon, Garrett Bernstein, D. Sheldon, 2019, NeurIPS.

Bayesian Discovery of Threat Networks pdf

Steven Thomas Smith, Edward K. Kao, Scott Philips, 2013, IEEE Transactions on Signal Processing.

Stochastic agent-based simulations of social networks pdf

Garrett Bernstein, Kyle O'Brien, G. Bernstein, 2013, SpringSim.

Robot Recognition of Military Gestures CS 4758 Term Project

Garrett Bernstein, 2011 .