rCISSVAE
Clustering-Informed Shared-Structure VAE for Imputation
v0.0.5
·
Mar 3, 2026
·
MIT + file LICENSE
Description
Implements the Clustering-Informed Shared-Structure Variational Autoencoder ('CISS-VAE'), a deep learning framework for missing data imputation introduced in Khadem Charvadeh et al. (2025) <doi:10.1002/sim.70335>. The model accommodates all three types of missing data mechanisms: Missing Completely At Random (MCAR), Missing At Random (MAR), and Missing Not At Random (MNAR). While it is particularly well-suited to MNAR scenarios, where missingness patterns carry informative signals, 'CISS-VAE' also functions effectively under MAR assumptions.
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CRAN Check Status
1
ERROR
13
OK
Show all 14 flavors
| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | OK |
| r-devel-linux-x86_64-debian-gcc | OK |
| r-devel-linux-x86_64-fedora-clang | OK |
| r-devel-linux-x86_64-fedora-gcc | OK |
| r-devel-macos-arm64 | OK |
| r-devel-windows-x86_64 | OK |
| r-oldrel-macos-arm64 | OK |
| r-oldrel-macos-x86_64 | OK |
| r-oldrel-windows-x86_64 | ERROR |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (1 non-OK)
ERROR
r-oldrel-windows-x86_64
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building 'binary_variables_tutorial.rmd' using rmarkdown --- finished re-building 'binary_variables_tutorial.rmd' --- re-building 'do_not_impute_matrix.rmd' using rmarkdown --- finished re-building 'do_not_impute_matrix.rmd' --- re-building 'impute_with_saved_model.rmd' using rmarkdown --- finished re-building 'impute_with_saved_model.rmd' --- re-building 'optunadb.rmd' using rmarkdown --- finished re-building 'optunadb.rmd' --- re-building 'summary_functions.rmd' using rmarkdown --- finished re-building 'summary_functions.rmd' --- re-building 'vignette.rmd' using rmarkdown File test_plot_arch.png not found in resource path Error: processing vignette 'vignette.rmd' failed with diagnostics: pandoc document conversion failed with error 99 --- failed re-building 'vignette.rmd' --- re-building 'virtual_environment_tutorial.rmd' using rmarkdown --- finished re-building 'virtual_environment_tutorial.rmd' SUMMARY: processing the following file failed: 'vignette.rmd' Error: Vignette re-building failed. Execution halted
Check History
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Mar 10, 2026
ERROR
r-oldrel-windows-x86_64
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building 'binary_variables_tutorial.rmd' using rmarkdown --- finished re-building 'binary_variables_tutorial.rmd' --- re-building 'do_not_impute_matrix.rmd' using rmarkdown --- finished re-building 'do_not_i ...[truncated]... md' --- re-building 'virtual_environment_tutorial.rmd' using rmarkdown --- finished re-building 'virtual_environment_tutorial.rmd' SUMMARY: processing the following file failed: 'vignette.rmd' Error: Vignette re-building failed. Execution halted