Other packages > Find by keyword >

ECLRMC  

Ensemble Correlation-Based Low-Rank Matrix Completion
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("ECLRMC", "1.0")



Attach the package and use:
library("ECLRMC")
Maintained by
Mahdi Ghadamyari
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-08-31
Latest Update: 2018-08-31
Description:
Ensemble correlation-based low-rank matrix completion method (ECLRMC) is an extension to the LRMC based methods. Traditionally, the LRMC based methods give identical importance to the whole data which results in emphasizing on the commonality of the data and overlooking the subtle but crucial differences. This method aims to overcome the equality assumption problem that exists in the current LRMS based methods. Ensemble correlation-based low-rank matrix completion (ECLRMC) takes consideration of the specific characteristic of each sample and performs LRMC on the set of samples with a strong correlation. It uses an ensemble learning method to improve the imputation performance. Since each sample is analyzed independently this method can be parallelized by distributing imputation across many computation units or GPU platforms. This package provides three different methods (LRMC, CLRMC and ECLRMC) for data imputation. There is also an NRMS function for evaluating the result. Chen, Xiaobo, et al (2017) .
How to cite:
Mahdi Ghadamyari (2018). ECLRMC: Ensemble Correlation-Based Low-Rank Matrix Completion. R package version 1.0, https://cran.r-project.org/web/packages/ECLRMC. Accessed 22 Dec. 2024.
Previous versions and publish date:
No previous versions
Other packages that cited ECLRMC R package
View ECLRMC citation profile
Other R packages that ECLRMC depends, imports, suggests or enhances
Complete documentation for ECLRMC
Functions, R codes and Examples using the ECLRMC R package
Some associated functions: CLRMC . ECLRMC . LRMC . NRMS . 
Some associated R codes: ECLRMC.R .  Full ECLRMC package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

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  
Rfast2  
A Collection of Efficient and Extremely Fast R Functions II
A collection of fast statistical and utility functions for data analysis. Functions for regression, ...
Download / Learn more Package Citations See dependency  
LOGANTree  
Tree-Based Models for the Analysis of Log Files from Computer-Based Assessments
Enables researchers to model log-file data from computer-based assessments using machine-learning te ...
Download / Learn more Package Citations See dependency  
Maintainer: Qi Qin (view profile)
wordspace  
Distributional Semantic Models in R
An interactive laboratory for research on distributional semantic models ('DSM', see < ...
Download / Learn more Package Citations See dependency  
elect  
Estimation of Life Expectancies Using Multi-State Models
Functions to compute state-specific and marginal life expectancies. The computation is based on a fi ...
Download / Learn more Package Citations See dependency  
tropAlgebra  
Tropical Algebraic Functions
It includes functions like tropical addition, tropical multiplication for vectors and matrices. In t ...
Download / Learn more Package Citations See dependency  

23,394

R Packages

201,798

Dependencies

63,416

Author Associations

23,395

Publication Badges

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