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Can somebody explain me the different types of models for the train function from the caret package in R under the heading "ordinal outcomes"? Specifically, "Adjacent Categories Probability Model for Ordinal Data" , "CART or Ordinal Responses" , and "Ordered Logistic or Probit Regression".

I have an ordinal response variable and predictors that are made ordinal. e.g. the slope is positive, then a 1, the slope is 0, then a 0, if the slope is negative, then a -1.

Kind regards, Mats

Link to the website for train models: http://topepo.github.io/caret/train-models-by-tag.html#ordinal-outcomes

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