visaOTR

Valid Improved Sparsity A-Learning for Optimal Treatment Decision

CRAN Package

Valid Improved Sparsity A-Learning (VISA) provides a new method for selecting important variables involved in optimal treatment regime from a multiply robust perspective. The VISA estimator achieves its success by borrowing the strengths of both model averaging (ARM, Yuhong Yang, 2001) https://doi.org/10.1198/016214501753168262 and variable selection (PAL, Chengchun Shi, Ailin Fan, Rui Song and Wenbin Lu, 2018) https://doi.org/10.1214/17-AOS1570. The package is an implementation of Zishu Zhan and Jingxiao Zhang. (2022+).

  • Version0.1.0
  • R version≥ 3.5.0
  • LicenseGPL-3
  • Needs compilation?No
  • Last release07/08/2022

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  • Imports7 packages