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12/29/2022
Functional Integrative Bayesian Analysis of High-dimensional Multiplatform Genomic Data
Rapid advancements in collection and dissemination of multi-platform mol...
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10/14/2022
Individualized Inference in Bayesian Quantile Directed Acyclic Graphical Models
We propose an approach termed "qDAGx" for Bayesian covariate-dependent q...
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04/11/2022
Nonparametric Bayes Differential Analysis of Multigroup DNA Methylation Data
DNA methylation datasets in cancer studies are comprised of sample measu...
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11/22/2021
Bayesian Robust Learning in Chain Graph Models for Integrative Pharmacogenomics
Integrative analysis of multi-level pharmacogenomic data for modeling de...
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06/21/2021
Tumor Radiogenomics with Bayesian Layered Variable Selection
We propose a statistical framework to integrate radiological magnetic re...
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04/01/2021
RADIOHEAD: Radiogenomic Analysis Incorporating Tumor Heterogeneity in Imaging Through Densities
Recent technological advancements have enabled detailed investigation of...
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10/27/2020
Bayesian Variable Selection in Multivariate Nonlinear Regression with Graph Structures
Gaussian graphical models (GGMs) are well-established tools for probabil...
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04/24/2020
Integrative Bayesian models using Post-selective Inference: a case study in Radiogenomics
Identifying direct links between gene pathways and clinical endpoints fo...
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02/17/2020
Bayesian Structure Learning in Multi-layered Genomic Networks
Integrative network modeling of data arising from multiple genomic platf...
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11/06/2018
NExUS: Bayesian simultaneous network estimation across unequal sample sizes
Network-based analyses of high-throughput genomics data provide a holist...
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10/04/2018