Package: REN 0.1.0

REN: Regularization Ensemble for Robust Portfolio Optimization

Portfolio optimization is achieved through a combination of regularization techniques and ensemble methods that are designed to generate stable out-of-sample return predictions, particularly in the presence of strong correlations among assets. The package includes functions for data preparation, parallel processing, and portfolio analysis using methods such as Mean-Variance, James-Stein, LASSO, Ridge Regression, and Equal Weighting. It also provides visualization tools and performance metrics, such as the Sharpe ratio, volatility, and maximum drawdown, to assess the results.

Authors:Hardik Dixit [aut], Shijia Wang [aut], Bonsoo Koo [aut, cre], Cash Looi [aut], Hong Wang [aut]

REN_0.1.0.tar.gz
REN_0.1.0.zip(r-4.7)REN_0.1.0.zip(r-4.6)REN_0.1.0.zip(r-4.5)
REN_0.1.0.tgz(r-4.6-any)REN_0.1.0.tgz(r-4.5-any)
REN_0.1.0.tar.gz(r-4.7-any)REN_0.1.0.tar.gz(r-4.6-any)
REN_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
REN/json (API)
NEWS

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

Bug tracker:https://github.com/bonsook/ren/issues

Datasets:

On CRAN:

Conda:

4.00 score 1 stars 2 scripts 137 downloads 15 exports 39 dependencies

Last updated from:fe43a89ce0. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK279
source / vignettesOK198
linux-release-x86_64OK267
macos-release-arm64OK241
macos-oldrel-arm64OK265
windows-develOK239
windows-releaseOK256
windows-oldrelOK274
wasm-releaseOK113

Exports:buh.clustinsert.atperform_analysispo.avgpo.bhupo.colspo.covShrinkpo.grossExppo.JMpo.SWpo.SW.lassopo.TZTprepare_datarensetup_parallel

Dependencies:clicodetoolscorpcorcpp11doParallelfarverforeachgenericsggplot2glmnetgluegtableisobanditeratorslabelinglatticelifecyclelubridatemagrittrMatrixplyrquadprogR6RColorBrewerRcppRcppEigenreshape2rlangS7scalesshapestringistringrsurvivaltictoctimechangevctrsviridisLitewithr

'REN': Regularization Ensemble for Portfolio Optimization

Rendered fromREN.Rmdusingknitr::rmarkdownon May 26 2026.

Last update: 2024-09-30
Started: 2024-09-19