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v0.2.5

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@Naeemkh Naeemkh released this 06 Dec 20:10
· 28 commits to main since this release
90edb4c

Added

  • Add (vanilla) Stability Selection (without Error Control).
  • max_rules hyper parameters for max rules filtering.
  • Uncertainty Quantification in estimation by bootstrapping.
  • B hyper-parameter,
  • subsample hyper-parameter.
  • rules(implicit form) in cre() function return.
  • predict() function for ITE estimation via CRE.

Changed

  • Type stability_selection binary -> string ('no','vanilla','error_control').
  • Unify ntrees_gbm hyper-parameter and ntrees_gbm hyper-parameter in
    ntrees hyper-parameter.
  • In rules generation retrieve decision rules also from internal nodes, and not
    just from terminal nodes.
  • ite_method_dis, ite_method_inf method-parameter -> ite_method.
  • ps_method_dis, ps_method_inf method-parameter -> learner_ps.
  • oreg_method_dis, oreg_method_inf method-parameter -> learner_y.

Removed

  • max_nodes hyper-parameter.
  • Remove rules generation by Generalized Boosted Regression.
  • replace hyper-parameter.
  • penalty_rl hyper-parameter.
  • t_pvalue hyper-parameter.
  • ite_pred from cre() function return.

Bug fixes

  • Error saving covariates name in CRE result when using intervention_vars.