Other packages > Find by keyword >

wkNNMI  

A Mutual Information-Weighted k-NN Imputation Algorithm
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("wkNNMI", "1.0.0")



Attach the package and use:
library("wkNNMI")
Maintained by
Sebastian Daberdaku
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-01-31
Latest Update:
Description:
Implementation of an adaptive weighted k-nearest neighbours wk-NN imputation algorithm for clinical register data developed to explicitly handle missing values of continuousordinalcategorical and staticdynamic features conjointly. For each subject with missing data to be imputed the method creates a feature vector constituted by the information collected over hisher first windowsize time units of visits. This vector is used as sample in a k-nearest neighbours procedure in order to select among the other patients the ones with the most similar temporal evolution of the disease over time. An ad hoc similarity metric was implemented for the sample comparison capable of handling the different nature of the data the presence of multiple missing values and include the cross-information among features.
How to cite:
Sebastian Daberdaku (2020). wkNNMI: A Mutual Information-Weighted k-NN Imputation Algorithm. R package version 1.0.0, https://cran.r-project.org/web/packages/wkNNMI. Accessed 16 Jul. 2026.
Previous versions and publish date:
(2026-07-09 07:00), 1.0.0 (2020-01-31 15:20)
Other packages that cited wkNNMI R package
View wkNNMI citation profile
Other R packages that wkNNMI depends, imports, suggests or enhances
Functions, R codes and Examples using the wkNNMI R package
Some associated functions: impute.subject . impute.wknn . new.patient . patient.data . wkNNMI . 
Some associated R codes: imputation.wknn.mi.R . new.patient.R . patient.data.R .  Full wkNNMI package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

wordnet  
WordNet Interface
An interface to WordNet using the Jawbone Java API to WordNet. WordNet (< ...
Download / Learn more Package Citations See dependency  
tibble  
Simple Data Frames
Provides a 'tbl_df' class (the 'tibble') with stricter checking and better formatting than the tradi ...
Download / Learn more Package Citations See dependency  
Rnmr1D  
Perform the Complete Processing of a Set of Proton Nuclear Magnetic Resonance Spectra
Perform the complete processing of a set of proton nuclear magnetic resonance spectra from the free ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
schoolmath  
Functions and Datasets for Math Used in School
Contains functions and datasets for math taught in school. A main focus is set to prime-calculation. ...
Download / Learn more Package Citations See dependency  
bbdetection  
Identification of Bull and Bear States of the Market
Implements two algorithms of detecting Bull and Bear markets in stock prices: the algorithm of Pagan ...
Download / Learn more Package Citations See dependency  

27,806

R Packages

239,283

Dependencies

73,837

Author Associations

27,807

Publication Badges

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