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11/11/2022
Differentially Private Methods for Compositional Data
Protecting individuals' private information while still allowing modeler...
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08/14/2022
Differentially Private Hypothesis Testing with the Subsampled and Aggregated Randomized Response Mechanism
Randomized response is one of the oldest and most well-known methods for...
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07/13/2022
Nonparametric Bayesian Approach to Treatment Ranking in Network Meta-Analysis with Application to Comparisons of Antidepressants
Network meta-analysis is a powerful tool to synthesize evidence from ind...
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05/30/2022
Profile Monitoring via Eigenvector Perturbation
Control charts are often used to monitor the quality characteristics of ...
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01/25/2022
A Latent Class Modeling Approach for Generating Synthetic Data and Making Posterior Inferences from Differentially Private Counts
Several algorithms exist for creating differentially private counts from...
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10/22/2021
A Feasibility Study of Differentially Private Summary Statistics and Regression Analyses for Administrative Tax Data
Federal administrative tax data are invaluable for research, but because...
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10/10/2021
Mixture representations for likelihood ratio ordered distributions
In this article, we introduce mixture representations for likelihood rat...
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09/08/2021
Differentially private methods for managing model uncertainty in linear regression models
Statistical methods for confidential data are in high demand due to an i...
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08/30/2021
Dependent Bayesian nonparametric modeling of compositional data using random Bernstein polynomials
We discuss Bayesian nonparametric procedures for the regression analysis...
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07/10/2019