Other packages > Find by keyword >

DSFM  

Distributed Skew Factor Model Estimation Methods
View on CRAN: Click here


Download and install DSFM package within the R console
Install from CRAN:
install.packages("DSFM")

Install from Github:
library("remotes")
install_github("cran/DSFM")

Install by package version:
library("remotes")
install_version("DSFM", "1.0.1")



Attach the package and use:
library("DSFM")
Maintained by
Guangbao Guo
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2025-12-01
Latest Update: 2025-12-01
Description:
Provides a distributed framework for simulating and estimating skew factor models under various skewed and heavy-tailed distributions. The methods support distributed data generation, aggregation of local estimators, and evaluation of estimation performance via mean squared error, relative error, and sparsity measures. The distributed principal component (PC) estimators implemented in the package include 'IPC' (Independent Principal Component),'PPC' (Project Principal Component), 'SPC' (Sparse Principal Component), and other related distributed PC methods. The methodological background follows Guo G. (2023) <doi:10.1007/s00180-022-01270-z>.
How to cite:
Guangbao Guo (2025). DSFM: Distributed Skew Factor Model Estimation Methods. R package version 1.0.1, https://cran.r-project.org/web/packages/DSFM. Accessed 28 Jul. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited DSFM R package
View DSFM citation profile
Other R packages that DSFM depends, imports, suggests or enhances
Complete documentation for DSFM
Functions, R codes and Examples using the DSFM R package
Full DSFM package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

textmineR  
Functions for Text Mining and Topic Modeling
An aid for text mining in R, with a syntax that should be familiar to experienced R users. Provides ...
Download / Learn more Package Citations See dependency  
openintro  
Datasets and Supplemental Functions from 'OpenIntro' Textbooks and Labs
Supplemental functions and data for 'OpenIntro' resources, which includes open-source textbooks and ...
Download / Learn more Package Citations See dependency  
ExplodeLayout  
Calculate Exploded Coordinates Based on Original Node Coordinates and Node Clustering Membership
Current layout algorithms such as Kamada Kawai do not take into consideration disjoint clusters in a ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
NPBayesImputeCat  
Non-Parametric Bayesian Multiple Imputation for Categorical Data
These routines create multiple imputations of missing at random categorical data, and create multipl ...
Download / Learn more Package Citations See dependency  
daqapo  
Data Quality Assessment for Process-Oriented Data
Provides a variety of methods to identify data quality issues in process-oriented data, which are us ...
Download / Learn more Package Citations See dependency  

27,987

R Packages

239,283

Dependencies

74,234

Author Associations

27,988

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA