• Mplus

  • Referenced in 287 articles [sw06511]
  • unobserved heterogeneity, and data that contain missing values. Analyses can be carried out for observed...
  • impute

  • Referenced in 69 articles [sw14376]
  • Missing value estimation for DNA microarrays. Motivation: Gene expression microarray experiments can generate data sets ... lose effectiveness even with a few missing values. Methods for imputing missing data are needed ... several methods for the estimation of missing values in gene microarray data. We implemented ... over the range of 1–20% missing values. We show that KNNimpute appears to provide...
  • softImpute

  • Referenced in 35 articles [sw12263]
  • soft-thresholded svds to impute the missing values. The second approach uses alternating least squares...
  • Hmisc

  • Referenced in 29 articles [sw04530]
  • size and power, importing datasets, imputing missing values, advanced table making, variable clustering, character string...
  • MULTIMIX

  • Referenced in 25 articles [sw03250]
  • continuous variables and that possibly contain missing values. This paper describes the approach taken...
  • eRm

  • Referenced in 19 articles [sw06658]
  • linear partial credit models (LPCM). Missing values are allowed in the data matrix. Additional features...
  • N-way Toolbox

  • Referenced in 19 articles [sw12996]
  • nonnegativity, unimodality, orthogonality; Fitting models with missing values (using expectation maximization); Fitting models with...
  • StatMatch

  • Referenced in 18 articles [sw11933]
  • also be used to impute missing values in data sets through hot deck imputation methods...
  • VIM

  • Referenced in 9 articles [sw06776]
  • package VIM: Visualization and Imputation of Missing Values. This package introduces new tools ... visualization of missing and/or imputed values, which can be used for exploring the data ... Depending on this structure of the missing values, the corresponding methods may help to identify ... allows to explore the data including missing values. In addition, the quality of imputation...
  • Amelia

  • Referenced in 22 articles [sw04533]
  • Missing Data , Amelia II ”multiply imputes” missing data in a single cross-section (such ... incorporate beliefs they have about the values of missing cells in their data. Amelia...
  • IVEware

  • Referenced in 13 articles [sw07448]
  • different income components. Components with missing values are imputed when they cannot be estimated with...
  • RegEM

  • Referenced in 12 articles [sw04943]
  • covariance matrices and imputation of missing values. Journal of Climate...
  • norm

  • Referenced in 7 articles [sw04561]
  • Analysis of multivariate normal datasets with missing values , Analysis of multivariate normal datasets with missing...
  • missMDA

  • Referenced in 7 articles [sw08142]
  • package missMDA: Handling missing values with/in multivariate data analysis (principal component methods). Imputation of incomplete ... continuous or categorical datasets; Missing values are imputed with a principal component analysis...
  • Mondrian

  • Referenced in 10 articles [sw05836]
  • SPLOM, maps, bar charts, histograms, missing value plots, parallel coordinates/boxplots, and y by x boxplots...
  • prefmod

  • Referenced in 9 articles [sw08190]
  • rankings, and ratings. Some treatment of missing values (MCAR and MNAR). Fits latent class (mixture...
  • flare

  • Referenced in 9 articles [sw12406]
  • using either L1 or adaptive penalty. Missing values can be tolerated for Dantzig selector...
  • CCA

  • Referenced in 9 articles [sw09506]
  • enable the user to handle missing values. The CCA package also includes a regularized version...
  • missForest

  • Referenced in 5 articles [sw19483]
  • package missForest: Nonparametric Missing Value Imputation using Random Forest. The function ’missForest’ in this package ... used to impute missing values particularly in the case of mixed-type data. It uses ... data matrix to predict the missing values. It can be used to impute continuous and/or...
  • KmL

  • Referenced in 8 articles [sw11098]
  • package is able to deal with missing values. It also provides an easy...