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Comparison · Infra & APIs
DMRnet vs funcharts
A side-by-side editorial comparison of DMRnet and funcharts — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
DMRnet vs funcharts: at a glance
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.
What is funcharts?
One paper, one release: the functional control chart package ships methods as they get published.
funcharts implements control charts for functional data — statistical process control where each observation is a curve rather than a number. Its release cadence maps one-to-one onto its authors' publication record: 1.4.0 delivered the robust multivariate framework from Capezza et al. (2022), 1.7.0 the adaptive chart from Centofanti et al. (2025) as it was accepted at Technometrics. Each release adds Phase I and Phase II functions for one named method.
DMRnet vs funcharts: editorial side-by-side
DMRnet
0.0INFRA · APIS
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.
funcharts
0.0INFRA · APIS
One paper, one release: the functional control chart package ships methods as they get published.
◆ Current state
funcharts implements control charts for functional data — statistical process control where each observation is a curve rather than a number. Its release cadence maps one-to-one onto its authors' publication record: 1.4.0 delivered the robust multivariate framework from Capezza et al. (2022), 1.7.0 the adaptive chart from Centofanti et al. (2025) as it was accepted at Technometrics. Each release adds Phase I and Phase II functions for one named method.
◆ Where it's heading
The early releases were about the package as software — vectorised tensor products, precomputed B-spline inner products, faster cross-validation — and about removing assumptions, most consequentially the assumption that functional data is represented in a B-spline basis. Since 1.4.0 the software work has stopped and the package has become a delivery vehicle for the research group's methods. Robustness came first, adaptivity second, both arriving with the paper rather than ahead of it.
◆ Prediction
The next release will most likely implement whatever this group publishes next, following the same Phase I / Phase II function pairing; nothing in the feed suggests infrastructure work resuming.
Alternatives to DMRnet and funcharts
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 funcharts.
NGINX
nginx returns to feature work with PROXY v2 upstream writes, and quietly adds JSON to core.
ESPHome
ESPHome closes the 2026.8 cycle, but the release body is a bare link to the real notes.
vcfR
A genomics workhorse whose visible release feed stops dead in mid-2020.
dialr
The R phone-number package stopped only parsing numbers and started asking them where they are.
ggVennDiagram
A Venn diagram package whose public release notes say almost nothing — including about its copyright cleanup.
See all DMRnet alternatives → · See all funcharts alternatives →
Recent activity from DMRnet and funcharts
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1y agoDMRnetInvalid lambda.1se computation corrected in cross-validation
- 1y agoDMRnetTest-suite log published ahead of the 0.4.1 release
- 1y agofunchartsAdaptive multivariate functional control chart added
- 2y agofunchartsRobust multivariate framework: filtering, imputation, and both phases
- 3y agoDMRnetvar_sel added; GLAMER reworked as a net over tau
- 3y agoDMRnetTest-suite log published ahead of the 0.4.0 release
- 3y agofunchartsAll fda basis systems accepted, not just B-splines ⚡
- 3y agoDMRnetInference, log-likelihood, and degenerate-CV fixes across all model families
- 3y agoDMRnetTest-suite log published ahead of the 0.3.3 release
- 3y agofunchartsVectorised inner products and cross-validation, seed argument dropped
Frequently asked questions
What is the difference between DMRnet and funcharts?
Both compete on the same themes — r-package — within Infra & APIs. DMRnet and funcharts 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 funcharts?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. DMRnet and funcharts 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 funcharts?
Top funcharts alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "funcharts alternatives" section above for the current picks, or visit /alternatives/funcharts for the full list with editorial commentary on each.