most citedA Latent Class Modeling Approach for Generating Synthetic Data and Making Posterior Inferences from Differentially Private Counts

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stat.ME2024

Scalable Bayesian Semiparametric Additive Regression Models For Microbiome Studies

Tinghua Chen, Michelle Pistner Nixon, Justin D. Silverman

Statistical analysis of microbiome data is challenging. Bayesian multinomial logistic-normal (MLN) models have gained popularity due to their ability to account for the count compo…

stat.ME2022★ 1 cited

A Latent Class Modeling Approach for Generating Synthetic Data and Making Posterior Inferences from Differentially Private Counts

Michelle Pistner Nixon, Andrés F. Barrientos, Jerome P. Reiter +1

Several algorithms exist for creating differentially private counts from contingency tables, such as two-way or three-way marginal counts. The resulting noisy counts generally do n…