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Penalised Multivariate Regression ('Multi-Target Learning')

v1.0.0 · Sep 27, 2024 · GPL-3

Description

Implements penalised multivariate regression (i.e., for multiple outcomes and many features) by stacked generalisation (<doi:10.1093/bioinformatics/btab576>). For positively correlated outcomes, a single multivariate regression is typically more predictive than multiple univariate regressions. Includes functions for model fitting, extracting coefficients, outcome prediction, and performance measurement. For optional comparisons, install 'remMap' from GitHub (<https://github.com/cran/remMap>).

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r-devel-macos-arm64 OK
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package dependencies

Package suggested but not available for checking: ‘remMap’
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package dependencies

Package suggested but not available for checking: ‘remMap’
NOTE r-oldrel-windows-x86_64

package dependencies

Package suggested but not available for checking: 'remMap'

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NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-oldrel-macos-arm64

package dependencies

Package suggested but not available for checking: ‘remMap’
NOTE r-oldrel-macos-x86_64

package dependencies

Package suggested but not available for checking: ‘remMap’
NOTE r-oldrel-windows-x86_64

package dependencies

Package suggested but not available for checking: 'remMap'

Reverse Dependencies (1)

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Dependency Network

Dependencies Reverse dependencies glmnet palasso cornet transreg joinet

Version History

new 1.0.0 Mar 10, 2026
updated 1.0.0 ← 0.0.10 diff Sep 26, 2024
updated 0.0.10 ← 0.0.9 diff Aug 8, 2021
updated 0.0.8 ← 0.0.7 diff Jul 15, 2021
updated 0.0.9 ← 0.0.8 diff Jul 15, 2021
updated 0.0.7 ← 0.0.6 diff Mar 8, 2021
updated 0.0.6 ← 0.0.5 diff Nov 22, 2020
updated 0.0.5 ← 0.0.3 diff Oct 2, 2020
updated 0.0.3 ← 0.0.2 diff Nov 12, 2019
updated 0.0.2 ← 0.0.1 diff Aug 7, 2019
new 0.0.1 Aug 2, 2019