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)
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