Package: GulFM Type: Package Title: General Unilateral Load Estimator for Two-Layer Latent Factor Models Version: 0.5.0 Authors@R: c(person(given = "Guangbao", family = "Guo", role = c("aut", "cre"), email = "ggb11111111@163.com")) Description: 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) . License: MIT + file LICENSE Encoding: UTF-8 RoxygenNote: 7.3.3 Depends: R (>= 3.5.0) Imports: MASS, matrixStats Suggests: testthat (>= 3.0.0), ggplot2 NeedsCompilation: no Language: en-US Author: Guangbao Guo [aut, cre] Maintainer: Guangbao Guo Packaged: 2026-06-07 08:09:17 UTC; root Repository: https://guangbaog.r-universe.dev Date/Publication: 2026-01-08 04:40:08 UTC RemoteUrl: https://github.com/cran/GulFM RemoteRef: HEAD RemoteSha: 4c15f050e93f9d899fa6d4871916c482087f36d5