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Comparison · Infra & APIs

DMRnet vs ordinalsimr

A side-by-side editorial comparison of DMRnet and ordinalsimr — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:r-package

DMRnet vs ordinalsimr: at a glance

FeatureDMRnetordinalsimr
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themesvariable-selection, high-dimensional, categorical-data, r-packageordinal-data, shiny, simulation, statistical-tests
Last editorial update1h ago1h ago
WebsiteVisit →Visit →

What is DMRnet?

A categorical-variable selection package that publishes its full test logs as release candidates.

DMRnet implements delete-or-merge-regressors model selection for high-dimensional categorical data, alongside SOSnet and GLAMER variants from the same research group. Development is slow and academic — 0.4.0 in 2023, then two years to 0.4.1 in August 2025, which corrects an invalid lambda.1se computation and the cross-validation plots that displayed it. Every real release is preceded days earlier by a release-candidate entry containing the raw output of the correctness and consistency test suite.

Read the full DMRnet trajectory →

What is ordinalsimr?

A Shiny app for choosing the right ordinal test reached CRAN in a single 90-minute burst of tags.

ordinalsimr compares ordinal endpoints by simulation — you specify probability distributions, sample sizes and iterations, and it runs the candidate statistical tests against them so you can see which behaves best. It is delivered as a Shiny application with a data-entry grid, and its entire release history spans six days in January 2025: three tags inside 90 minutes on the 20th, then a CRAN-compliance release on the 26th.

Read the full ordinalsimr trajectory →

DMRnet vs ordinalsimr: editorial side-by-side

D
DMRnet
INFRA · APIS
0.0

A categorical-variable selection package that publishes its full test logs as release candidates.

◆ Current state

DMRnet implements delete-or-merge-regressors model selection for high-dimensional categorical data, alongside SOSnet and GLAMER variants from the same research group. Development is slow and academic — 0.4.0 in 2023, then two years to 0.4.1 in August 2025, which corrects an invalid lambda.1se computation and the cross-validation plots that displayed it. Every real release is preceded days earlier by a release-candidate entry containing the raw output of the correctness and consistency test suite.

◆ Where it's heading

The package is converging on correctness rather than expanding. 0.3.3 was a wall of fixes to inference, log-likelihood, and degenerate cross-validation cases; 0.4.0 added the var_sel algorithm and brought GLAMER into the package's own net idiom over its tau parameter; 0.4.1 is again a statistical correctness fix. The published test-log releases are the tell — this maintainer treats reproducible evidence that hard cases still pass as part of the release artifact, which is unusual outside academic statistical software.

◆ Prediction

Given the two-year gap before 0.4.1 and its narrow scope, the next release is most likely another correctness fix arriving on a multi-year cadence, again preceded by a full test-log release candidate.

O
ordinalsimr
INFRA · APIS
0.0

A Shiny app for choosing the right ordinal test reached CRAN in a single 90-minute burst of tags.

◆ Current state

ordinalsimr compares ordinal endpoints by simulation — you specify probability distributions, sample sizes and iterations, and it runs the candidate statistical tests against them so you can see which behaves best. It is delivered as a Shiny application with a data-entry grid, and its entire release history spans six days in January 2025: three tags inside 90 minutes on the 20th, then a CRAN-compliance release on the 26th.

◆ Where it's heading

The release bodies are auto-generated pull-request lists covering the repository's whole history, so they read as a build log rather than a changelog: data entry UI, an rhandsontable statistics module, iteration and sample-size modules, binomial confidence intervals, plot tests, and a rename to the current package name late in development. What that log shows is a single-author project built to completion privately and then published all at once, with the public version history existing mainly to satisfy CRAN.

◆ Prediction

With the CRAN submission accepted and no post-release entries in the feed, the next move is most likely a maintenance release; the PR log gives no signal of planned work beyond the tests already implemented.

Alternatives to DMRnet and ordinalsimr

Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either DMRnet or ordinalsimr.

See all DMRnet alternatives → · See all ordinalsimr alternatives →

Recent activity from DMRnet and ordinalsimr

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1y agoDMRnetInvalid lambda.1se computation corrected in cross-validation
  2. 1y agoDMRnetTest-suite log published ahead of the 0.4.1 release
  3. 1y agoordinalsimrv0.1.3 CRAN submission
  4. 1y agoordinalsimrOrdinal endpoint simulator submitted to CRAN
  5. 1y agoordinalsimrREADME refreshed and DOI added to the citation file
  6. 1y agoordinalsimrDevelopment tag ahead of the CRAN submission
  7. 3y agoDMRnetvar_sel added; GLAMER reworked as a net over tau
  8. 3y agoDMRnetTest-suite log published ahead of the 0.4.0 release
  9. 3y agoDMRnetInference, log-likelihood, and degenerate-CV fixes across all model families
  10. 3y agoDMRnetTest-suite log published ahead of the 0.3.3 release

Frequently asked questions

What is the difference between DMRnet and ordinalsimr?

Both compete on the same themes — r-package — within Infra & APIs. DMRnet and ordinalsimr are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is DMRnet better than ordinalsimr?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. DMRnet and ordinalsimr are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to DMRnet?

Top DMRnet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "DMRnet alternatives" section above for the current picks, or visit /alternatives/dmrnet for the full list with editorial commentary on each.

What are the best alternatives to ordinalsimr?

Top ordinalsimr alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ordinalsimr alternatives" section above for the current picks, or visit /alternatives/ordinalsimr for the full list with editorial commentary on each.