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Pål Vegard Johnsen

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Articles

Inferring feature importance with uncertainties with application to large genotype data

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By Inga Strümke, Mette Langaas, Pål Vegard Johnsen, Andrew Thomas DeWan
| PLOS
Proof of concept—With known underlying data generating process In this section, we exemplify the Sub-SAGE method on synthetic data with a known relationship defined as (19) with a0 = −0.5, a1 = 0.03, a2 = −0.05, a21 = 0.3, a3 = 0.02, a4 = 0.35, a5 = −0.2, and where the features are sampled from the following distributions (20) In addition, we generate 94 noise variables: j = 7, …, 47 with a normal distribution Xj ∼ N(μj, σj) and j = 48, …, 100 with a binomial distribution Xj ∼ Binom(2, pj)...
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