30 citations · 119 across the 39 of their papers we have counts for
9 papers · 1 filter
Inferring taxonomic placement from DNA barcoding allowing discovery of new taxa
Alessandro Zito, Tommaso Rigon, David B. Dunson
In ecology it has become common to apply DNA barcoding to biological samples leading to datasets containing a large number of nucleotide sequences. The focus is then on inferring t…
Closer than they appear: A Bayesian perspective on individual-level heterogeneity in risk assessment
Kristian Lum, David B. Dunson, James Johndrow
Risk assessment instruments are used across the criminal justice system to estimate the probability of some future behavior given covariates. The estimated probabilities are then u…
Projected -SNE for batch correction
Emanuele Aliverti, Jeff Tilson, Dayne Filer +6
Biomedical research often produces high-dimensional data confounded by batch effects such as systematic experimental variations, different protocols and subject identifiers. Withou…
Identifying main effects and interactions among exposures using Gaussian processes
Federico Ferrari, David B. Dunson
This article is motivated by the problem of studying the joint effect of different chemical exposures on human health outcomes. This is essentially a nonparametric regression probl…
Multivariate mixed membership modeling: Inferring domain-specific risk profiles
Massimiliano Russo, Burton H. Singer, David B. Dunson
Characterizing the shared memberships of individuals in a classification scheme poses severe interpretability issues, even when using a moderate number of classes (say 4). Mixed me…
Tensor network factorizations: Relationships between brain structural connectomes and traits
Zhengwu Zhang, Genevera I. Allen, Hongtu Zhu +1
Advanced brain imaging techniques make it possible to measure individuals' structural connectomes in large cohort studies non-invasively. The structural connectome is initially sha…