Garrett Bernstein
5 papers · 2015–2019 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🐣
Hot Topic Early Bird
🔥
Unstoppable · Bronze
Venues
Top co-authors
Research topics
Machine Learning
(5)
Optimization & Theory
(5)
Application Areas
(3)
Artificial Intelligence
(2)
Mathematics & Optimization
(2)
Bayesian & Probabilistic · Artificial Intelligence
(2)
Optimization
(2)
Security & Privacy
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Core Methods
(1)
Differential Privacy
(1)
Keywords
differential privacy
(3)
bayesian inference
(1)
parameter estimation
(1)
uncertainty quantification
(1)
markov chain monte carlo
(1)
posterior distribution
(1)
gibbs sampling
(1)
exponential family
(1)
bayesian linear regression
(1)
markov chain
(1)
latent variable model
(1)
population dynamics
(1)
sufficient statistics
(1)
collective graphical model
(1)
method of moment
(1)
aggregate data
(1)
queueing model
(1)
queueing theory
(1)
posterior calibration
(1)
population model
(1)
Papers
Differentially Private Bayesian Linear Regression
NeurIPS 2019
Differentially Private Bayesian Inference for Exponential Families
NeurIPS 2018
Differentially Private Learning of Undirected Graphical Models Using Collective Graphical Models
ICML 2017
Consistently Estimating Markov Chains with Noisy Aggregate Data
AISTATS 2016
Inference in a Partially Observed Queuing Model with Applications in Ecology
ICML 2015