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missoNet

Joint Sparse Regression & Network Learning with Missing Data

v1.5.1 · Sep 2, 2025 · GPL-2

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>.

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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 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 OK
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 (14 non-OK)
OK r-devel-linux-x86_64-debian-clang

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OK r-devel-linux-x86_64-debian-gcc

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OK r-devel-linux-x86_64-fedora-clang

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OK r-devel-linux-x86_64-fedora-gcc

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OK r-devel-macos-arm64

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OK r-devel-windows-x86_64

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NOTE r-oldrel-macos-arm64

installed package size

  installed size is  6.1Mb
  sub-directories of 1Mb or more:
    doc    1.4Mb
    libs   4.5Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  6.2Mb
  sub-directories of 1Mb or more:
    doc    1.4Mb
    libs   4.5Mb
OK r-oldrel-windows-x86_64

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OK r-patched-linux-x86_64

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OK r-release-linux-x86_64

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OK r-release-macos-arm64

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OK r-release-macos-x86_64

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OK r-release-windows-x86_64

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Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-oldrel-macos-arm64

installed package size

  installed size is  6.1Mb
  sub-directories of 1Mb or more:
    doc    1.4Mb
    libs   4.5Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  6.2Mb
  sub-directories of 1Mb or more:
    doc    1.4Mb
    libs   4.5Mb

Dependency Network

Dependencies Reverse dependencies circlize ComplexHeatmap glassoFast mvtnorm pbapply Rcpp scatterplot3d missoNet

Version History

new 1.5.1 Mar 9, 2026