OmicsPLS
Data Integration with Two-Way Orthogonal Partial Least Squares
Description
Performs the O2PLS data integration method for two datasets, yielding joint and data-specific parts for each dataset. The algorithm automatically switches to a memory-efficient approach to fit O2PLS to high dimensional data. It provides a rigorous and a faster alternative cross-validation method to select the number of components, as well as functions to report proportions of explained variation and to construct plots of the results. See the software article by el Bouhaddani et al (2018) <doi:10.1186/s12859-018-2371-3>, and Trygg and Wold (2003) <doi:10.1002/cem.775>. It also performs Sparse Group (Penalized) O2PLS, see Gu et al (2020) <doi:10.1186/s12859-021-03958-3> and cross-validation for the degree of sparsity.
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CRAN Check Status
Show all 13 flavors
| Flavor | Status |
|---|---|
| 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 May 12, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE May 9, 2026
tests
Running 'testthat.R' [4s] Running the tests in 'tests/testthat.R' failed. Complete output: > Sys.setenv(R_TESTS="") > library(testthat) > library(OmicsPLS) Attaching package: 'OmicsPLS' The following object is masked from 'package:sta ...[truncated]... (.quo), quo_get_env(.quo)) 6. └─OmicsPLS::crossval_o2m_adjR2(...) 7. └─parallel::makePSOCKcluster(nr_cores) 8. └─base::serverSocket(port = port) [ FAIL 2 | WARN 0 | SKIP 0 | PASS 65 ] Error: ! Test failures. Execution halted