Type: Package
Package: missoNet
Title: Joint Sparse Regression & Network Learning with Missing Data
Version: 1.5.1
Date: 2025-09-01
Authors@R: c(
    person("Yixiao", "Zeng", , "yixiao.zeng@mail.mcgill.ca", role = c("aut", "cre", "cph")),
    person("Celia", "Greenwood", , "celia.greenwood@mcgill.ca", role = c("ths", "aut"))
  )
Maintainer: Yixiao Zeng <yixiao.zeng@mail.mcgill.ca>
Description: 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>.
License: GPL-2
URL: https://github.com/yixiao-zeng/missoNet,
        https://arxiv.org/abs/2507.05990
BugReports: https://github.com/yixiao-zeng/missoNet/issues
Depends: R (>= 3.6.0)
Imports: circlize (>= 0.4.15), ComplexHeatmap, glassoFast (>= 1.0.1),
        graphics, grid, mvtnorm (>= 1.2.3), pbapply (>= 1.7.2), Rcpp
        (>= 1.0.9), scatterplot3d (>= 0.3.44), stats, utils
Suggests: flare, ggplot2, glasso, gridExtra, igraph, knitr, parallel,
        RColorBrewer, reshape2, rmarkdown
LinkingTo: Rcpp, RcppArmadillo
VignetteBuilder: knitr
biocViews:
ByteCompile: true
Encoding: UTF-8
NeedsCompilation: yes
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
Config/pak/sysreqs: libpng-dev perl
Repository: https://yixiao-zeng.r-universe.dev
Date/Publication: 2025-09-02 11:29:42 UTC
RemoteUrl: https://github.com/yixiao-zeng/missonet
RemoteRef: HEAD
RemoteSha: 4a4a114d57136f358cf84ba231fa2fa08254d8fa
Packaged: 2026-07-06 08:06:02 UTC; root
Author: Yixiao Zeng [aut, cre, cph],
  Celia Greenwood [ths, aut]