Article
Bayesian sparsity-path-analysis of genetic association signal using generalized t priors.
Statistical applications in genetics and molecular biology - 6 Jan 2012
Lee Anthony, Caron Francois, Doucet Arnaud, Holmes Chris
Abstract excerpt
We explore the use of generalized t priors on regression coefficients to help understand the nature of association signal within "hit regions" of genome-wide association studies. The particular generalized t distribution we adopt is a Student distribution on the absolute value of its argument. For low degrees of freedom, we show that the generalized t exhibits "sparsity-prior" properties with some attractive...
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