joakim/Ting.jl
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Added SNV

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This commit is contained in:
Joakim Skogholt 2024-06-15 16:15:17 +02:00
parent 6b1916b8cd
commit 05b4b47a97
2 changed files with 14 additions and 3 deletions
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1
src/Ting.jl
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@ -30,6 +30,7 @@ export TRLooCVUpdateNaive
export TRLooCVUpdateExperimental export TRLooCVUpdateExperimental
# From "variousRegressionFunctions.jl" # From "variousRegressionFunctions.jl"
export SNV
export EMSC export EMSC
export EMSCCorrection export EMSCCorrection
export cVals export cVals

16
src/variousRegressionFunctions.jl
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@ -1,9 +1,19 @@
function SNV(X)
X_SNV = zeros(size(X));
means = mean(X, dims=2);
stds = std(X, dims=2);
X_SNV = @. (X - means) / stds;
return X_SNV;
end
function EMSCCorrection(X, basis) function EMSCCorrection(X, basis)
coeffs = basis \ X'; coeffs = basis \ X';
X_Cor = (X - coeffs[2:end,:]' * basis[:,2:end]') ./ coeffs[1,:]; X_Cor = (X - coeffs[2:end,:]' * basis[:,2:end]') ./ coeffs[1,:];
return X_Cor return X_Cor
end end
function EMSC(X, polDeg=2) function EMSC(X, polDeg=2)