Other packages > Find by keyword >

FRK  

Fixed Rank Kriging
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("FRK", "2.3.1")



Attach the package and use:
library("FRK")
Maintained by
Andrew Zammit-Mangion
[Scholar Profile | Author Map]
First Published: 2017-03-07
Latest Update: 2024-02-26
Description:
A tool for spatial/spatio-temporal modelling and prediction with large datasets. The approach models the field, and hence the covariance function, using a set of basis functions. This fixed-rank basis-function representation facilitates the modelling of big data, and the method naturally allows for non-stationary, anisotropic covariance functions. Discretisation of the spatial domain into so-called basic areal units (BAUs) facilitates the use of observations with varying support (i.e., both point-referenced and areal supports, potentially simultaneously), and prediction over arbitrary user-specified regions. `FRK` also supports inference over various manifolds, including the 2D plane and 3D sphere, and it provides helper functions to model, fit, predict, and plot with relative ease. Version 2.0.0 and above also supports the modelling of non-Gaussian data (e.g., Poisson, binomial, negative-binomial, gamma, and inverse-Gaussian) by employing a generalised linear mixed model (GLMM) framework. Zammit-Mangion and Cressie describe `FRK` in a Gaussian setting, and detail its use of basis functions and BAUs, while Sainsbury-Dale, Zammit-Mangion, and Cressie describe `FRK` in a non-Gaussian setting; two vignettes are available that summarise these papers and provide additional examples.
How to cite:
Andrew Zammit-Mangion (2017). FRK: Fixed Rank Kriging. R package version 2.3.1, https://cran.r-project.org/web/packages/FRK. Accessed 07 May. 2025.
Previous versions and publish date:
0.1.1 (2017-03-07 13:47), 0.1.2 (2017-04-21 09:46), 0.1.3 (2017-05-05 05:13), 0.1.4 (2017-06-14 07:44), 0.1.5 (2017-08-08 16:37), 0.1.6 (2017-10-13 23:06), 0.1.7 (2018-01-07 23:45), 0.1.8 (2018-01-13 01:10), 0.2.1 (2018-04-13 14:22), 0.2.2.1 (2020-04-01 07:42), 0.2.2 (2018-07-13 19:00), 1.0.0 (2021-02-22 17:20), 2.0.0 (2021-05-28 19:40), 2.0.1 (2021-10-11 10:10), 2.0.2 (2021-11-16 14:00), 2.0.3 (2022-01-10 09:22), 2.0.4 (2022-02-18 09:50), 2.0.5 (2022-03-25 09:10), 2.0.6 (2022-09-01 13:50), 2.1.0 (2022-09-15 11:40), 2.1.2 (2022-12-16 11:30), 2.1.3 (2022-12-20 11:10), 2.1.5 (2023-02-01 11:20), 2.2.0 (2023-10-18 15:30), 2.2.1 (2024-01-09 12:20), 2.2.2 (2024-02-26 15:10), 2.2.3 (2024-04-03 02:15), 2.3.0 (2024-06-17 15:20)
Other packages that cited FRK R package
View FRK citation profile
Other R packages that FRK depends, imports, suggests or enhances
Complete documentation for FRK
Downloads during the last 30 days
04/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/2904/3005/0105/0205/0305/0405/05Downloads for FRK0102030405060708090TrendBars

Today's Hot Picks in Authors and Packages

funLBM  
Model-Based Co-Clustering of Functional Data
The funLBM algorithm allows to simultaneously cluster the rows and the columns of a data matrix wher ...
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  
humanize  
Create Values for Human Consumption
An almost direct port of the 'python' 'humanize' package . Thi ...
Download / Learn more Package Citations See dependency  
MLDS  
Maximum Likelihood Difference Scaling
Difference scaling is a method for scaling perceived supra-threshold differences. The package cont ...
Download / Learn more Package Citations See dependency  
aroma.affymetrix  
Analysis of Large Affymetrix Microarray Data Sets
A cross-platform R framework that facilitates processing of any number of Affymetrix microarray samp ...
Download / Learn more Package Citations See dependency  

24,205

R Packages

207,311

Dependencies

65,312

Author Associations

24,206

Publication Badges

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