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polle

Policy Learning

v1.6.4 · May 17, 2026 · Apache License (>= 2)

Description

Package for learning and evaluating (subgroup) policies via doubly robust loss functions. Policy learning methods include doubly robust blip/conditional average treatment effect learning and sequential policy tree learning. Methods for (subgroup) policy evaluation include doubly robust cross-fitting and online estimation/sequential validation. See Nordland and Holst (2026) <doi:10.18637/jss.v116.i04> for documentation and references.

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CRAN Check Status

13 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 7, 2026
ERROR r-devel-linux-x86_64-debian-gcc

PDF version of manual

Rd conversion errors:
Converting parsed Rd's to LaTeX ..Warning in file(out, "wt") :
  cannot open file '/tmp/RtmplQVkoQ/ltx385c5c3d48f135/get_q_functions.tex': No space left on device
Error in file(out, "wt") : cannot open the connection
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (1)

suggests

Dependency Network

Dependencies Reverse dependencies SuperLearner data.table lava future.apply progressr policytree survival targeted DynTxRegime targeted polle

Version History

12 tracked
updated 1.6.4 ← 1.6.3 diff May 17, 2026
updated 1.6.3 ← 1.6.2 diff May 5, 2026
new 1.6.2 Mar 10, 2026
updated 1.6.2 ← 1.6.1 diff Dec 3, 2025
updated 1.6.1 ← 1.6.0 diff Nov 30, 2025
updated 1.6.0 ← 1.5 diff Oct 29, 2025
updated 1.5 ← 1.4 diff Sep 5, 2024
updated 1.4 ← 1.3 diff Apr 24, 2024
updated 1.3 ← 1.2 diff Jul 5, 2023
updated 1.2 ← 1.0 diff Feb 6, 2023
updated 1.0 ← 0.1 diff Dec 5, 2022
new 0.1 Oct 30, 2022