Blar i SINTEF Open på forfatter "DeWan, Andrew Thomas"
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Inferring feature importance with uncertainties with application to large genotype data
Johnsen, Pål Vegard; Strumke, Inga; Langaas, Mette; DeWan, Andrew Thomas; Riemer-Sørensen, Signe (Peer reviewed; Journal article, 2023)Estimating feature importance, which is the contribution of a prediction or several predictions due to a feature, is an essential aspect of explaining data-based models. Besides explaining the model itself, an equally ... -
A new method for exploring gene–gene and gene–environment interactions in GWAS with tree ensemble methods and SHAP values
Johnsen, Pål Vegard; Riemer-Sørensen, Signe; DeWan, Andrew Thomas; Cahill, Megan E.; Langaas, Mette (Peer reviewed; Journal article, 2021)Background The identification of gene–gene and gene–environment interactions in genome-wide association studies is challenging due to the unknown nature of the interactions and the overwhelmingly large number of possible ...