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I am looking for not so known regression models and if possible a python library that implements it.

In my quiver I have:

  • Generalized Linear Models, Linear, Lasso, Ridge...
  • Decision Tree based model: CART, Random Forest, Gradient Boosting Decision trees(xgb,lightgbm,catboost)
  • Support Vector Machines
  • Knn Regressor
  • Neural Networks

Are there regression algorithm less known? I am looking for alternatives models to add to my quiver.

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Multiple regression
multivariate regression
Mixed Models
elastic search
Partial Least Squares regression
Logistic regression
Bayesian regression and many more..

When you google you'll find first page suggestions like https://www.listendata.com/2018/03/regression-analysis.html , https://www.techfunnel.com/information-technology/regression-analysis-types/ and https://www.kaggle.com/eraaz1/a-comprehensive-guide-to-advanced-regression

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  • $\begingroup$ note that multiple regresion, multivariate regression, elastic search, logistic regression all fall under the category of Generalized Linear Models. So its more of the same $\endgroup$ – Carlos Mougan Jul 23 at 13:02
  • $\begingroup$ Really? Ok, didn't know, thanks! Then GLM is quite a lot :) $\endgroup$ – Ben Jul 23 at 13:09

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