pql
A Partitioned Quasi-Likelihood for Distributed Statistical Inference
Description
In the big data setting, working data sets are often distributed on multiple machines. However, classical statistical methods are often developed to solve the problems of single estimation or inference. We employ a novel parallel quasi-likelihood method in generalized linear models, to make the variances between different sub-estimators relatively similar. Estimates are obtained from projection subsets of data and later combined by suitably-chosen unknown weights. The philosophy of the package is described in Guo G. (2020) <doi:10.1007/s00180-020-00974-4>.
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CRAN Check Status
Show all 14 flavors
| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | NOTE |
| r-devel-linux-x86_64-debian-gcc | NOTE |
| r-devel-linux-x86_64-fedora-clang | OK |
| r-devel-linux-x86_64-fedora-gcc | OK |
| r-devel-macos-arm64 | 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 details (2 non-OK)
CRAN incoming feasibility
Maintainer: ‘Guangbao Guo <ggb11111111@163.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Guangbao",
family = "Guo",
role = c("aut", "cre"),
email = "ggb11111111@163.com"),
person(given = "Jiarui",
family = "Li",
role = "aut"))
as necessary.
CRAN incoming feasibility
Maintainer: ‘Guangbao Guo <ggb11111111@163.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Guangbao",
family = "Guo",
role = c("aut", "cre"),
email = "ggb11111111@163.com"),
person(given = "Jiarui",
family = "Li",
role = "aut"))
as necessary.
Check History
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
CRAN incoming feasibility
Maintainer: ‘Guangbao Guo <ggb11111111@163.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Guangbao",
family = "Guo",
role = c("aut", "cre"),
email = "ggb11111111@163.com"),
person(given = "Jiarui",
family = "Li",
role = "aut"))
as necessary.
CRAN incoming feasibility
Maintainer: ‘Guangbao Guo <ggb11111111@163.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Guangbao",
family = "Guo",
role = c("aut", "cre"),
email = "ggb11111111@163.com"),
person(given = "Jiarui",
family = "Li",
role = "aut"))
as necessary.