R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
MagmaClustR
View on CRAN: Click
here
Download and install MagmaClustR package within the R console
Install from CRAN:
install.packages("MagmaClustR")
Install from Github:
library("remotes")
install_github("cran/MagmaClustR") Install by package version:
library("remotes")
install_version("MagmaClustR", "1.2.1") Attach the package and use:
library("MagmaClustR")
Maintained by
Arthur Leroy
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-06-06
Latest Update: 2024-06-28
Description:
An implementation for the multi-task Gaussian processes with common
mean framework. Two main algorithms, called 'Magma' and 'MagmaClust',
are available to perform predictions for supervised learning problems, in
particular for time series or any functional/continuous data applications.
The corresponding articles has been respectively proposed by Arthur Leroy,
Pierre Latouche, Benjamin Guedj and Servane Gey (2022)
, and Arthur Leroy, Pierre Latouche,
Benjamin Guedj and Servane Gey (2023) .
Theses approaches leverage the learning of cluster-specific mean processes,
which are common across similar tasks, to provide enhanced prediction
performances (even far from data) at a linear computational cost (in
the number of tasks). 'MagmaClust' is a generalisation of 'Magma'
where the tasks are simultaneously clustered into groups, each being
associated to a specific mean process. User-oriented functions in the
package are decomposed into training, prediction and plotting
functions. Some basic features (classic kernels, training, prediction) of
standard Gaussian processes are also implemented.
How to cite:
Arthur Leroy (2022). MagmaClustR: Clustering and Prediction using Multi-Task Gaussian Processes with Common Mean. R package version 1.2.1, https://cran.r-project.org/web/packages/MagmaClustR. Accessed 04 Jun. 2026.
Previous versions and publish date:
Other packages that cited MagmaClustR R package
View MagmaClustR citation profile
Other R packages that MagmaClustR depends,
imports, suggests or enhances
Complete documentation for MagmaClustR
Functions, R codes and Examples using
the MagmaClustR R package
Some associated functions: MagmaClustR . chol_inv_jitter . data_allocate_cluster . dmnorm . draw . e_step . elbo_GP_mod_common_hp_k . elbo_clust_multi_GP . elbo_clust_multi_GP_common_hp_i . elbo_monitoring_VEM . expand_grid_inputs . gr_GP . gr_GP_mod . gr_GP_mod_common_hp . gr_GP_mod_common_hp_k . gr_clust_multi_GP . gr_clust_multi_GP_common_hp_i . gr_sum_logL_GP_clust . hp . hyperposterior . hyperposterior_clust . ini_kmeans . ini_mixture . kern_to_cov . kern_to_inv . lin_kernel . list_kern_to_cov . list_kern_to_inv . logL_GP . logL_GP_mod . logL_GP_mod_common_hp . logL_monitoring . m_step . perio_kernel . pipe . plot_db . plot_gif . plot_gp . plot_magmaclust . pred_gif . pred_gp . pred_magma . pred_magmaclust . proba_max_cluster . regularize_data . rq_kernel . sample_gp . se_kernel . select_nb_cluster . simu_db . simu_indiv_se . sum_logL_GP_clust . swimmers . train_gp . train_gp_clust . train_magma . train_magmaclust . update_mixture . ve_step . vm_step . weight .
Some associated R codes: RcppExports.R . data.R . elbos.R . em-magma.R . gradients-elbos.R . gradients-likelihoods.R . initialisation.R . kernel-to-matrices.R . kernels.R . likelihoods.R . package-MagmaClustR.R . plot-functions.R . prediction.R . simulate-data.R . training.R . utils-pipe.R . utils.R . vem-magmaclust.R . Full MagmaClustR package functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
murphydiagram
Data and code for the paper by Ehm, Gneiting, Jordan and
Krueger ('Of Quantiles and Expectiles: Con ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Fabian Krueger (view profile)
golem
An opinionated framework for building a production-ready
'Shiny' application. This package contains ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Colin Fay (view profile)
crplyr
In order to facilitate analysis of datasets hosted on the Crunch
data platform ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Greg Freedman Ellis (view profile)
AMPLE
Three Shiny apps are provided that introduce Harvest Control Rules (HCR) for fisheries management.
...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Finlay Scott (view profile)
phers
Use phenotype risk scores based on linked clinical and genetic data
to study Mendelian disease and ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Jake Hughey (view profile)
shinybusy
Add indicators (spinner, progress bar, gif) in your 'shiny'
applications to show the user that the ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Victor Perrier (view profile)
27,268
R Packages
233,548
Dependencies
72,590
Author Associations
27,205
Publication Badges
