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Augmented backward elimination for SAS: A Pragmatic and Purposeful Way to Develop Statistical Models

License: GNU General Public License v3.0

SAS 100.00%
sas-macro statistical-modeling variable-selection

abe-for-sas's Introduction

abe_for_sas

SAS-Macros Implementing Augmented Backward Elimination: A Pragmatic and Purposeful Way to Develop Statistical Models

Description

Here we provide our SAS-macros to apply augmented backward elimination in linear, logistic or Cox-proportional hazards regression models.

  • ABE.SAS: The macro %abe implements the augmented backward elimination algorithm.
  • ABE_BOOTSTRAP.SAS: The macro %abe_bootstrap implements abe analysis for bootstrap samples.

If you use the macro in a scientific report, please cite our corresponding paper (Dunkler, Plischke, Leffondre and Heinze, 2014). In the supplementary information of the paper, the user will find a technical report with a detailed explanation of the parameters of the SAS macros and a worked example (code and data).

Acknowledgment

This work was supported by the European Community's Seventh Framework Programme, grant agreement number 241544.

References

Dunkler D, Plischke M, Leffondre K, Heinze G: Augmented Backward Elimination: A Pragmatic and Purposeful Way to Develop Statistical Models. PLoS ONE (2014) 9(11):e113677 DOI:10.1371/journal.pone.0113677.

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