diff --git a/README.md b/README.md index d6f5f24a9..65782b91b 100644 --- a/README.md +++ b/README.md @@ -196,7 +196,7 @@ Packages either are based on this repository, or were referenced by NAGuideR (Ta From the brief description in the table the exact procedure is not always clear. | Method | Package | source | status | name | -| ------------- | ----------------- | ------ | --- |------------------ | +| ------------- | ----------------- | ------ | ------ |------------------ | | CF | pimms | pip | | Collaborative Filtering | | DAE | pimms | pip | | Denoising Autoencoder | | VAE | pimms | pip | | Variational Autoencoder | @@ -206,7 +206,7 @@ From the brief description in the table the exact procedure is not always clear. | COLMEDIAN | e1071 | CRAN | | replace NA with column median | | ROWMEDIAN | e1071 | CRAN | | replace NA with row median | | KNN_IMPUTE | impute | BIOCONDUCTOR | | k nearest neighbor imputation | -| SEQKNN | SeqKnn | tar file | | Sequential k- nearest neighbor imputation
start with feature with least missing values and re-use imputed values for not yet imputed features +| SEQKNN | SeqKnn | tar file | | Sequential k- nearest neighbor imputation
starts with feature with least missing values and re-use imputed values for not yet imputed features | BPCA | pcaMethods | BIOCONDUCTOR | | Bayesian PCA missing value imputation | SVDMETHOD | pcaMethods | BIOCONDUCTOR | | replace NA initially with zero, use k most significant eigenvalues using Singular Value Decomposition for imputation until convergence | LLS | pcaMethods | BIOCONDUCTOR | | Local least squares imputation of a feature based on k most correlated features @@ -222,11 +222,12 @@ From the brief description in the table the exact procedure is not always clear. | TRKNN | - | script | | truncation k-nearest neighbor imputation | RF | missForest | CRAN | | Random Forest imputation (one feature at a time) | PI | - | - | | Downshifted normal distribution (per sample) +| GSIMP | - | script | | QRILC initialization and iterative Gibbs sampling with generalized linear models (glmnet) +| MSIMPUTE | msImpute | BIOCONDUCTOR | | Missing at random algorithm using low rank approximation +| MSIMPUTE_MNAR | msImpute | BIOCONDUCTOR | | Missing not at random algorithm using low rank approximation | ~~grr~~ | DreamAI | - | Fails to install | Rigde regression | ~~GMS~~ | GMSimpute | tar file | Fails on Windows | Lasso model - - ## Build status [![Documentation Status](https://readthedocs.org/projects/pimms/badge/?version=latest)](https://pimms.readthedocs.io/en/latest/?badge=latest) \ No newline at end of file