Other packages > Find by keyword >

KRLS  

Kernel-Based Regularized Least Squares
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("KRLS", "1.0-0")



Attach the package and use:
library("KRLS")
Maintained by
Jens Hainmueller
[Scholar Profile | Author Map]
First Published: 2011-09-30
Latest Update: 2017-07-10
Description:
Package implements Kernel-based Regularized Least Squares (KRLS), a machine learning method to fit multidimensional functions y=f(x) for regression and classification problems without relying on linearity or additivity assumptions. KRLS finds the best fitting function by minimizing the squared loss of a Tikhonov regularization problem, using Gaussian kernels as radial basis functions. For further details see Hainmueller and Hazlett (2014).
How to cite:
Jens Hainmueller (2011). KRLS: Kernel-Based Regularized Least Squares. R package version 1.0-0, https://cran.r-project.org/web/packages/KRLS. Accessed 11 Apr. 2025.
Previous versions and publish date:
0.1 (2011-09-30 07:51), 0.2 (2011-12-27 11:05), 0.3-1 (2013-08-07 17:56), 0.3-2 (2013-08-10 00:53), 0.3-5 (2013-12-20 07:20), 0.3-7 (2014-05-21 21:21)
Other packages that cited KRLS R package
View KRLS citation profile
Other R packages that KRLS depends, imports, suggests or enhances
Complete documentation for KRLS
Functions, R codes and Examples using the KRLS R package
Some associated functions: fdskrls . gausskernel . krls . lambdasearch . looloss . plot.krls . predict.krls . solveforc . summary.krls . 
Some associated R codes: gausskernel.R . krls.R . looloss.R . multdiag.R . plot.krls.R . predict.krls.R . solveforc.R . summary.krls.R .  Full KRLS package functions and examples
Downloads during the last 30 days
03/1203/1303/1403/1503/1603/1703/1803/1903/2003/2103/2203/2303/2403/2503/2603/2703/2803/2903/3003/3104/0104/0204/0304/0404/0504/0604/0704/0804/09Downloads for KRLS0246810121416182022242628TrendBars

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  
Rwtss  
Client for Web Time-Series Service
Allows remote access to satellite image time series provided by the web time series service (WTSS) ...
Download / Learn more Package Citations See dependency  
GenAlgo  
Classes and Methods to Use Genetic Algorithms for Feature Selection
Defines classes and methods that can be used to implement genetic algorithms for feature selection. ...
Download / Learn more Package Citations See dependency  
extrafrail  
Estimation and Additional Tools for Alternative Shared Frailty Models
Provide estimation and data generation tools for some new multivariate frailty models. This version ...
Download / Learn more Package Citations See dependency  
multIntTestFunc  
Provides Test Functions for Multivariate Integration
Provides implementations of functions that can be used to test multivariate integration routines. T ...
Download / Learn more Package Citations See dependency  

24,012

R Packages

207,311

Dependencies

64,867

Author Associations

24,013

Publication Badges

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