Package: learner 1.0.1

learner: Latent Space-Based Transfer Learning

Implements transfer learning methods for low-rank matrix estimation. These methods leverage similarity in the latent row and column spaces between the source and target populations to improve estimation in the target population. The methods include the LatEnt spAce-based tRaNsfer lEaRning (LEARNER) method and the direct projection LEARNER (D-LEARNER) method described by McGrath et al. (2024) <doi:10.48550/arXiv.2412.20605>.

Authors:Sean McGrath [aut, cre], Ryan ODea [aut], Cenhao Zhu [aut], Rui Duan [aut]

learner_1.0.1.tar.gz
learner_1.0.1.zip(r-4.7-x86_64)learner_1.0.1.zip(r-4.7-arm64)learner_1.0.1.zip(r-4.6-x86_64)learner_1.0.1.zip(r-4.6-arm64)learner_1.0.1.zip(r-4.5-x86_64)
learner_1.0.1.tgz(r-4.6-x86_64)learner_1.0.1.tgz(r-4.6-arm64)learner_1.0.1.tgz(r-4.5-x86_64)learner_1.0.1.tgz(r-4.5-arm64)
learner_1.0.1.tar.gz(r-4.7-arm64)learner_1.0.1.tar.gz(r-4.7-x86_64)learner_1.0.1.tar.gz(r-4.6-arm64)learner_1.0.1.tar.gz(r-4.6-x86_64)
learner_1.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
learner/json (API)

# Install 'learner' in R:
install.packages('learner', repos = c('https://stmcg.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/stmcg/learner/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • dat_highsim - Simulated data set: High similarity in the latent spaces
  • dat_modsim - Simulated data set: Moderate similarity in the latent spaces

On CRAN:

Conda:

cppopenmp

3.00 score 2 stars 4 scripts 297 downloads 3 exports 3 dependencies

Last updated from:f7076dab92. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK101
linux-devel-x86_64OK138
source / vignettesOK213
linux-release-arm64OK106
linux-release-x86_64OK133
macos-release-arm64OK120
macos-release-x86_64OK370
macos-oldrel-arm64OK111
macos-oldrel-x86_64OK291
windows-devel-arm64OK330
windows-devel-x86_64OK165
windows-release-arm64OK350
windows-release-x86_64OK136
windows-oldrel-x86_64OK124
wasm-releaseOK98

Exports:cv.learnerdlearnerlearner

Dependencies:RcppRcppEigenScreeNOT