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10/29/2019
Differentially Private Bayesian Linear Regression
Linear regression is an important tool across many fields that work with...
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09/06/2018
Differentially Private Bayesian Inference for Exponential Families
The study of private inference has been sparked by growing concern regar...
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06/14/2017
Differentially Private Learning of Undirected Graphical Models using Collective Graphical Models
We investigate the problem of learning discrete, undirected graphical mo...
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04/14/2016
Consistently Estimating Markov Chains with Noisy Aggregate Data
We address the problem of estimating the parameters of a time-homogeneou...
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11/21/2013
Bayesian Discovery of Threat Networks
A novel unified Bayesian framework for network detection is developed, u...
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03/22/2013