Package: GulFM 0.5.0
GulFM: General Unilateral Load Estimator for Two-Layer Latent Factor Models
Implements general unilateral loading estimator for two-layer latent factor models with smooth, element-wise factor transformations. We provide data simulation, loading estimation,finite-sample error bounds, and diagnostic tools for zero-mean and sub-Gaussian assumptions. A unified interface is given for evaluating estimation accuracy and cosine similarity. The philosophy of the package is described in Guo G. (2026) <doi:10.1016/j.apm.2025.116280>.
Authors:
GulFM_0.5.0.tar.gz
GulFM_0.5.0.zip(r-4.7)GulFM_0.5.0.zip(r-4.6)GulFM_0.5.0.zip(r-4.5)
GulFM_0.5.0.tgz(r-4.6-any)GulFM_0.5.0.tgz(r-4.5-any)
GulFM_0.5.0.tar.gz(r-4.7-any)GulFM_0.5.0.tar.gz(r-4.6-any)
GulFM_0.5.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
GulFM/json (API)
| # Install 'GulFM' in R: |
| install.packages('GulFM', repos = c('https://guangbaog.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:4c15f050e9. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 108 | ||
| source / vignettes | OK | 157 | ||
| linux-release-x86_64 | OK | 105 | ||
| macos-release-arm64 | OK | 82 | ||
| macos-oldrel-arm64 | OK | 78 | ||
| windows-devel | OK | 82 | ||
| windows-release | OK | 103 | ||
| windows-oldrel | OK | 70 | ||
| wasm-release | OK | 99 |
Exports:estimate_gul_loadingsg_fung_theoremgenerate_gfm_datagul_simulationloading_metricsverify_meanverify_subgaussian
Dependencies:MASSmatrixStats
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| General unilateral load Estimator | estimate_gul_loadings |
| Smooth link functions compliant with Theorems 9&10 | g_fun |
| Simulation wrapper for Theorems 9 & 10 | g_theorem |
| Generate general factor model with smooth latent transformation | generate_gfm_data |
| Single-replication GUL simulation | gul_simulation |
| Multi-metric evaluation of factor loading matrix estimation error | loading_metrics |
| Verify zero-mean preservation (Theorem 10 assumption 2a) | verify_mean |
| Verify sub-Gaussian preservation | verify_subgaussian |
