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TIGERr

Technical Variation Elimination with Ensemble Learning Architecture

v1.0.0 · Jan 6, 2022 · GPL (>= 3)

Description

The R implementation of TIGER. TIGER integrates random forest algorithm into an innovative ensemble learning architecture. Benefiting from this advanced architecture, TIGER is resilient to outliers, free from model tuning and less likely to be affected by specific hyperparameters. TIGER supports targeted and untargeted metabolomics data and is competent to perform both intra- and inter-batch technical variation removal. TIGER can also be used for cross-kit adjustment to ensure data obtained from different analytical assays can be effectively combined and compared. Reference: Han S. et al. (2022) <doi:10.1093/bib/bbab535>.

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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
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r-release-windows-x86_64 OK
Check details (14 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Siyu Han <siyu.han@helmholtz-muenchen.de>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Siyu",
                      family = "Han",
                      role = c("aut", "cre"),
                      email = "siyu.han@helmholtz-muenchen.de"),
               person(given = "Jialing",
                      family = "Huang",
                      role = "aut"),
               person(given = "Francesco",
                      family = "Foppiano",
                      role = "aut"),
               person(given = "Cornelia",
                      family = "Prehn",
                      role = "aut"),
               person(given = "Jerzy",
                      family = "Adamski",
                      role = "aut"),
               person(given = "Karsten",
                      family = "Suhre",
                      role = "aut"),
               person(given = "Ying",
                      family = "Li",
                      role = "aut"),
               person(given = "Giuseppe",
                      family = "Matullo",
                      role = "aut"),
               person(given = "Freimut",
                      family = "Schliess",
                      role = "aut"),
               person(given = "Christian",
                      family = "Gieger",
                      role = "aut"),
               person(given = "Annette",
                      family = "Peters",
                      role = "aut"),
               person(given = "Rui",
                      family = "Wang-Sattler",
                      role = "aut"))
as necessary.

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Siyu Han <siyu.han@helmholtz-muenchen.de>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Siyu",
                      family = "Han",
                      role = c("aut", "cre"),
                      email = "siyu.han@helmholtz-muenchen.de"),
               person(given = "Jialing",
                      family = "Huang",
                      role = "aut"),
               person(given = "Francesco",
                      family = "Foppiano",
                      role = "aut"),
               person(given = "Cornelia",
                      family = "Prehn",
                      role = "aut"),
               person(given = "Jerzy",
                      family = "Adamski",
                      role = "aut"),
               person(given = "Karsten",
                      family = "Suhre",
                      role = "aut"),
               person(given = "Ying",
                      family = "Li",
                      role = "aut"),
               person(given = "Giuseppe",
                      family = "Matullo",
                      role = "aut"),
               person(given = "Freimut",
                      family = "Schliess",
                      role = "aut"),
               person(given = "Christian",
                      family = "Gieger",
                      role = "aut"),
               person(given = "Annette",
                      family = "Peters",
                      role = "aut"),
               person(given = "Rui",
                      family = "Wang-Sattler",
                      role = "aut"))
as necessary.

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.
OK r-devel-linux-x86_64-fedora-clang

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OK r-devel-linux-x86_64-fedora-gcc

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OK r-devel-macos-arm64

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OK r-devel-windows-x86_64

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OK r-oldrel-macos-arm64

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OK r-oldrel-macos-x86_64

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OK r-oldrel-windows-x86_64

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OK r-patched-linux-x86_64

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OK r-release-linux-x86_64

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OK r-release-macos-arm64

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OK r-release-macos-x86_64

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OK r-release-windows-x86_64

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Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Siyu Han <siyu.han@helmholtz-muenchen.de>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Siyu",
                      family = "Han",
                      role = c("aut", "cre"),
                      email = "siyu.han@helmholtz-muenchen.de"),
               person(given = "Jialing",
                      family = "Huang",
                      role = "aut"),
               person(given = "Francesco",
                      family = "Fo
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Siyu Han <siyu.han@helmholtz-muenchen.de>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Siyu",
                      family = "Han",
                      role = c("aut", "cre"),
                      email = "siyu.han@helmholtz-muenchen.de"),
               person(given = "Jialing",
                      family = "Huang",
                      role = "aut"),
               person(given = "Francesco",
                      family = "Fo

Dependency Network

Dependencies Reverse dependencies pbapply ppcor randomForest TIGERr

Version History

new 1.0.0 Mar 9, 2026