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Some of the material in is restricted to members of the community. By logging in, you may be able to gain additional access to certain collections or items. If you have questions about access or logging in, please use the form on the Contact Page.
A substantial amount of work exists for tensor regression analysis in a variety of clinical settings, including neuroimaging, genomics, and dental medicine. Our motivation for this paper is from a study of periodontal disease (PD) with a...
In many biomedical studies, multiple sourced data with varied features are observed on the same subjects. Examples include longitudinal markers measured along with a time-to-event outcome of interest and multiset data with varied...
Meta-analysis has been frequently used to combine findings from independent studies in many areas. Bayesian methods are an important set of tools for performing meta-analyses. They avoid some potentially unrealistic assumptions that are...
Population heterogeneity exists frequently in discrete data. Many Bayesian models perform reasonably well in capturing this subpopulation structure. Typically, the Dirichlet process mixture model (DPMM) and a variable dimensional...
Variable selection methods have become an important and growing problem in Bayesian analysis. The literature on Bayesian variable selection methods tends to be applied to a single response- type, and more typically, a continuous response...
In the genetic study, the advance of high-through technology allowed scientists to collect data on a larger scale and with more complexity. Thus, it is common that the collected data is high-dimension and heterogenous, i.e. the number of...
Multivariate linear models are commonly used for modeling the relationships between multiple responses and covariates. With OLS estimators, one can interpret the results in the analysis. However, the coefficient OLS estimates sometimes...
Some of the material in is restricted to members of the community. By logging in, you may be able to gain additional access to certain collections or items. If you have questions about access or logging in, please use the form on the Contact Page.
