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[Feature Request]: Abstract DoubleMLBase class #260

@SvenKlaassen

Description

@SvenKlaassen

Describe the feature you want to propose or implement

  • An abstract DoubleMLBase class, which defines certain fixed properties and methods to simplify maintainance for classes such as DoubleML, DoubleMLAPOS and DoubleMLQTE.
  • Synchronize dimensions of parameters in DoubleML. Change general structure of scores to (n_obs, n_treatments, n_rep) and estimates to (n_treatments, n_rep)
  • Rename parameters as coef to theta
  • Improve/modularize the __str__ method by constructing general getter methods for e.g. _get_data_summary, ...

Propose a possible solution or implementation

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Did you consider alternatives to the proposed solution. If yes, please describe

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