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logistic regression

3 answered questions tagged “logistic regression”. Browse and search all answers, or ask your own.

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Why is accuracy a poor way to judge a classification model?

Why the share of correct labels misleads with rare outcomes, ignores probabilities and costs, and which measures (Brier score, log loss, AUC) to use instead.

Read the answer → October 6, 2026

What is AUC? The area under the ROC curve, explained

AUC is the area under the ROC curve: the chance a model ranks a random positive case above a random negative one. How to read, compute and report it.

Read the answer → September 25, 2026

Logit vs probit: what is the difference, and which should you use?

Logit and probit models give almost the same fitted probabilities. They differ in coefficient scale and interpretation. Here is how to choose.

Read the answer → September 24, 2026

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