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Add checks for logistic regression assumptions #38

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craig-parylo opened this issue Feb 24, 2025 · 0 comments
Open

Add checks for logistic regression assumptions #38

craig-parylo opened this issue Feb 24, 2025 · 0 comments
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enhancement New feature or request
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@craig-parylo
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There are six assumptions underlying logistic regression:

  1. The outcome is binary,
  2. Observations are independent,
  3. No multicollinearity among predictors,
  4. No extreme outliers,
  5. Linear relationship between predictors and logic of outcome,
  6. Sample size must be sufficiently large.

https://r4ds.github.io/bookclub-islr/addendum---logistic-regression-assumptions.html

It would be helpful if there were automated checks of the input glm model to ensure it passes these tests (where applicable).

@craig-parylo craig-parylo added the enhancement New feature or request label Feb 24, 2025
@craig-parylo craig-parylo added this to the v0.6.0 milestone Mar 15, 2025
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