Package: missoNet 1.5.1

Yixiao Zeng

missoNet: Joint Sparse Regression & Network Learning with Missing Data

Simultaneously estimates sparse regression coefficients and response network structure in multivariate models with missing data. Unlike traditional approaches requiring imputation, handles missingness natively through unbiased estimating equations (MCAR/MAR compatible). Employs dual L1 regularization with automated selection via cross-validation or information criteria. Includes parallel computation, warm starts, adaptive grids, publication-ready visualizations, and prediction methods. Ideal for genomics, neuroimaging, and multi-trait studies with incomplete high-dimensional outcomes. See Zeng et al. (2025) <doi:10.48550/arXiv.2507.05990>.

Authors:Yixiao Zeng [aut, cre, cph], Celia Greenwood [ths, aut]

missoNet_1.5.1.tar.gz
missoNet_1.5.1.zip(r-4.7)missoNet_1.5.1.zip(r-4.6)missoNet_1.5.1.zip(r-4.5)
missoNet_1.5.1.tgz(r-4.6-x86_64)missoNet_1.5.1.tgz(r-4.6-arm64)missoNet_1.5.1.tgz(r-4.5-x86_64)missoNet_1.5.1.tgz(r-4.5-arm64)
missoNet_1.5.1.tar.gz(r-4.7-arm64)missoNet_1.5.1.tar.gz(r-4.7-x86_64)missoNet_1.5.1.tar.gz(r-4.6-arm64)missoNet_1.5.1.tar.gz(r-4.6-x86_64)
missoNet_1.5.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
missoNet/json (API)
NEWS

# Install 'missoNet' in R:
install.packages('missoNet', repos = c('https://yixiao-zeng.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/yixiao-zeng/missonet/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On CRAN:

Conda:

conditional-graphical-lassomissing-datamulti-task-regressionopenblascppopenmp

4.48 score 2 stars 10 scripts 226 downloads 3 exports 28 dependencies

Last updated from:4a4a114d57. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK184
linux-devel-x86_64OK181
source / vignettesOK330
linux-release-arm64OK189
linux-release-x86_64OK182
macos-release-arm64OK216
macos-release-x86_64OK298
macos-oldrel-arm64OK242
macos-oldrel-x86_64OK479
windows-develOK198
windows-releaseOK155
windows-oldrelOK162
wasm-releaseOK137

Exports:cv.missoNetgenerateDatamissoNet

Dependencies:BiocGenericscirclizeclueclustercodetoolscolorspaceComplexHeatmapcrayondigestdoParallelforeachgenericsGetoptLongglassoFastGlobalOptionsIRangesiteratorsmatrixStatsmvtnormpbapplypngRColorBrewerRcppRcppArmadillorjsonS4Vectorsscatterplot3dshape

Case Study: Genomic Data Analysis with missoNet

Rendered frommissoNet-case-study.Rmdusingknitr::rmarkdownon May 07 2026.

Last update: 2025-09-02
Started: 2025-09-02

Cross-Validation and Advanced Features in missoNet

Rendered frommissoNet-cross-validation.Rmdusingknitr::rmarkdownon May 07 2026.

Last update: 2025-09-02
Started: 2025-09-02

Getting Started with missoNet

Rendered frommissoNet-introduction.Rmdusingknitr::rmarkdownon May 07 2026.

Last update: 2025-09-02
Started: 2025-09-02