Article
An enriched approach to combining high-dimensional genomic and low-dimensional phenotypic data.
Journal of biopharmaceutical statistics - 1 Oct 2024
Cabrera Javier, Emir Birol, Cheng Ge, Duan Yajie, Alemayehu Demissie, Cherkas Yauheniya
Abstract excerpt
We describe an approach for combining and analyzing high-dimensional genomic and low-dimensional phenotypic data. The approach leverages a scheme of weights applied to the variables instead of observations and, hence, permits incorporation of the information provided by the low dimensional data source. It can also be incorporated into commonly used downstream techniques, such as random forest or penalized...
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