Notice the way AUC is calculated is by approximating to the true one where the code is
for i,p in ipairs(allPredictions) do
if(p['truth'] == 1) then
truePositives = truePositives + 1
else
falsePositives = falsePositives + 1
end
local guess = 0
if(p['pred'] > 0.5) then guess = 1 end
if(guess == p['truth']) then correct = correct + 1 end
local fpr = falsePositives / totalNegatives
local tpr = truePositives / totalPositives
if(i % 500 == 0) then
if lastFpr ~= nil then
local trapezoid = (tpr + lastTpr) * (fpr - lastFpr) *.5
auc = auc + trapezoid
end
lastFpr = fpr
lastTpr = tpr
end
if(recall == 1) then break end
end
Wondering whether this appoximating calculation may affect the auc value.
Notice the way AUC is calculated is by approximating to the true one where the code is
Wondering whether this appoximating calculation may affect the auc value.