SFM: A Package for Analyzing Skew Factor Models

Generates Skew Factor Models data and applies Sparse Online Principal Component (SOPC), Incremental Principal Component (IPC), Projected Principal Component (PPC), Perturbation Principal Component (PPC), Stochastic Approximation Principal Component (SAPC), Sparse Principal Component (SPC) and other PC methods to estimate model parameters. It includes capabilities for calculating mean squared error, relative error, and sparsity of the loading matrix.The philosophy of the package is described in Guo G. (2023) <doi:10.1007/s00180-022-01270-z>.

Getting started

Package details

AuthorGuangbao Guo [aut, cre], Yu Jin [aut]
MaintainerGuangbao Guo <ggb11111111@163.com>
LicenseMIT + file LICENSE
Version0.2.1
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("SFM")

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SFM documentation built on April 15, 2025, 5:09 p.m.