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Improve documentation #26

@JanBenisek

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@JanBenisek

Make documentation more precise, based from feedback of our users, these are the points they were missing:

  • if X happens, do Y or that (example when variable is dropped when it has on 6 bins, but we set 10)
  • be more explicit in what Cobra does and does not do
    • AUC is being optimized
    • no interaction variables
    • if model fails, try this or that
    • ...
  • why it works
    • why logistic regression (and not decision tree)
    • why we bin continuous variables (we could keep them as they are)
    • why we do incidence replacement
    • link to papers/more fundamental research
  • how some steps works
    • show on example how regrouping works
  • add link to Geert's paper
  • explain how preprocessing works
    • regrouping
    • binning

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