Other packages > Find by keyword >

subsemble  

An Ensemble Method for Combining Subset-Specific Algorithm Fits
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("subsemble", "0.1.0")



Attach the package and use:
library("subsemble")
Maintained by
Erin LeDell
[Scholar Profile | Author Map]
First Published: 2014-06-28
Latest Update: 2022-01-24
Description:
The Subsemble algorithm is a general subset ensemble prediction method, which can be used for small, moderate, or large datasets. Subsemble partitions the full dataset into subsets of observations, fits a specified underlying algorithm on each subset, and uses a unique form of k-fold cross-validation to output a prediction function that combines the subset-specific fits. An oracle result provides a theoretical performance guarantee for Subsemble. The paper, "Subsemble: An ensemble method for combining subset-specific algorithm fits" is authored by Stephanie Sapp, Mark J. van der Laan & John Canny (2014) <doi:10.1080/02664763.2013.864263>.
How to cite:
Erin LeDell (2014). subsemble: An Ensemble Method for Combining Subset-Specific Algorithm Fits. R package version 0.1.0, https://cran.r-project.org/web/packages/subsemble. Accessed 21 Apr. 2025.
Previous versions and publish date:
0.0.8 (2014-06-28 20:57), 0.0.9 (2014-07-01 09:37)
Other packages that cited subsemble R package
View subsemble citation profile
Other R packages that subsemble depends, imports, suggests or enhances
Complete documentation for subsemble
Functions, R codes and Examples using the subsemble R package
Some associated functions: predict.subsemble . subsemble-package . subsemble . 
Some associated R codes: control.R . predict.subsemble.R . subsemble.R . zzz.R .  Full subsemble package functions and examples
Downloads during the last 30 days
03/2203/2303/2403/2503/2603/2703/2803/2903/3003/3104/0104/0204/0304/0404/0504/0604/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/19Downloads for subsemble02468101214161820222426TrendBars

Today's Hot Picks in Authors and Packages

bssn  
Birnbaum-Saunders Model
It provides the density, distribution function, quantile function, random number generator, reliabil ...
Download / Learn more Package Citations See dependency  
HellCor  
The Hellinger Correlation
Empirical value of the Hellinger correlation, a measure of dependence between two continuous random ...
Download / Learn more Package Citations See dependency  
discretecdAlgorithm  
Coordinate-Descent Algorithm for Learning Sparse Discrete Bayesian Networks
Structure learning of Bayesian network using coordinate-descent algorithm. This algorithm is design ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
bigsparser  
Sparse Matrix Format with Data on Disk
Provide a sparse matrix format with data stored on disk, to be used in both R and C++. This is inte ...
Download / Learn more Package Citations See dependency  

24,098

R Packages

207,311

Dependencies

65,069

Author Associations

24,099

Publication Badges

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