Other packages > Find by keyword >

Sieve  

Nonparametric Estimation by the Method of Sieves
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("Sieve", "2.1")



Attach the package and use:
library("Sieve")
Maintained by
Tianyu Zhang
[Scholar Profile | Author Map]
First Published: 2022-06-22
Latest Update: 2023-09-03
Description:
Performs multivariate nonparametric regression/classification by the method of sieves (using orthogonal basis). The method is suitable for moderate high-dimensional features (dimension < 100). The l1-penalized sieve estimator, a nonparametric generalization of Lasso, is adaptive to the feature dimension with provable theoretical guarantees. We also include a nonparametric stochastic gradient descent estimator, Sieve-SGD, for online or large scale batch problems. Details of the methods can be found in: <doi:10.48550/arXiv.2206.02994> <doi:10.48550/arXiv.2104.00846><doi:10.48550/arXiv.2310.12140>.
How to cite:
Tianyu Zhang (2022). Sieve: Nonparametric Estimation by the Method of Sieves. R package version 2.1, https://cran.r-project.org/web/packages/Sieve. Accessed 29 Mar. 2025.
Previous versions and publish date:
1.0 (2022-06-22 21:20), 2.0 (2023-09-03 17:00)
Other packages that cited Sieve R package
View Sieve citation profile
Other R packages that Sieve depends, imports, suggests or enhances
Complete documentation for Sieve
Functions, R codes and Examples using the Sieve R package
Some associated functions: GenSamples . Sieve-package . sieve_predict . sieve_preprocess . sieve_solver . 
Some associated R codes: RcppExports.R . SieveFittingModels.R .  Full Sieve package functions and examples
Downloads during the last 30 days
02/2702/2803/0103/0203/0303/0403/0503/0603/0703/0803/0903/1003/1103/1203/1303/1403/1503/1603/1803/1903/2003/2103/2203/2303/2403/2503/2603/27Downloads for Sieve02468101214TrendBars

Today's Hot Picks in Authors and Packages

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  
landmix  
Landmark Prediction for Mixture Data
Non-parametric prediction of survival outcomes for mixture data that incorporates covariates and a l ...
Download / Learn more Package Citations See dependency  
gglgbtq  
Show Pride on 'ggplot2' Plots
Provides multiple palettes based on pride flags with tailored themes. ...
Download / Learn more Package Citations See dependency  

23,842

R Packages

207,311

Dependencies

64,420

Author Associations

23,781

Publication Badges

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