11 citations · 12 across the 3 of their papers we have counts for
3 papers
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…
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…
Scale Reliant Inference
Michelle Pistner Nixon, Kyle C. McGovern, Jeffrey Letourneau +4
Many scientific fields, including human gut microbiome science, collect multivariate count data where the sum of the counts is unrelated to the scale of the underlying system being…