exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
Comparison · Infra & APIs
bolasso vs EDAForge
A side-by-side editorial comparison of bolasso and EDAForge — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
bolasso vs EDAForge: at a glance
What is bolasso?
Bootstrap lasso got a fast mode, a second selection rule, and multinomial support
bolasso implements the bootstrapped lasso, refitting a regularized regression across bootstrap replicates and selecting variables by how consistently they survive. The 0.3.0 release reshaped it: a fast argument computes one cross-validated lambda on the full dataset instead of cross-validating inside every replicate, and selected_variables() gained a choice between the variable inclusion probability rule and a quantile rule based on bootstrap confidence intervals. Since then 0.4.0 exposed the bootstrap indices through bootstrap_samples(), and 0.5.0 extended the whole surface to multinomial responses, returning one list element per outcome level.
What is EDAForge?
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
EDAForge's release feed shows a package changing identity between its first two tags. The v0.1.0 notes describe DataAudit, a data-quality auditing package built around audit_data(), reusable audit_rules() and audit_score(), with install instructions still pointing at vinodhpmd/DataAudit, while the repository now serves EDAForge. Only three tags exist, one of which is a bare compare link with no notes, and the most recent is a CRAN-policy cleanup rather than feature work.
bolasso vs EDAForge: editorial side-by-side
bolasso
0.0INFRA · APIS
Bootstrap lasso got a fast mode, a second selection rule, and multinomial support
◆ Current state
bolasso implements the bootstrapped lasso, refitting a regularized regression across bootstrap replicates and selecting variables by how consistently they survive. The 0.3.0 release reshaped it: a fast argument computes one cross-validated lambda on the full dataset instead of cross-validating inside every replicate, and selected_variables() gained a choice between the variable inclusion probability rule and a quantile rule based on bootstrap confidence intervals. Since then 0.4.0 exposed the bootstrap indices through bootstrap_samples(), and 0.5.0 extended the whole surface to multinomial responses, returning one list element per outcome level.
◆ Where it's heading
The package spent 2022 dormant after its initial releases and has been actively developed since late 2024, moving from a single algorithm toward a workbench. The additions cluster around inspection rather than estimation: tidy() for bootstrap-level coefficients, plot_selection_thresholds() for selection stability across thresholds, plot_selected_variables() for the surviving covariates, and now the extracted bootstrap indices. Documented gaps remain, with mgaussian unsupported and multinomial prediction limited to class output.
◆ Prediction
The two stated limitations in 0.5.0 - no mgaussian family and class-only multinomial prediction - are the most likely next targets, since the maintainer flagged both as possible later additions.
EDAForge
5.0INFRA · APIS
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
◆ Current state
EDAForge's release feed shows a package changing identity between its first two tags. The v0.1.0 notes describe DataAudit, a data-quality auditing package built around audit_data(), reusable audit_rules() and audit_score(), with install instructions still pointing at vinodhpmd/DataAudit, while the repository now serves EDAForge. Only three tags exist, one of which is a bare compare link with no notes, and the most recent is a CRAN-policy cleanup rather than feature work.
◆ Where it's heading
The substance so far is all in the DataAudit-named 0.1.0: more than a dozen check families spanning missing values, duplicates, ranges, patterns, dependencies and grouped sequences, wrapped in a structured report object with print and summary methods. The 0.1.1 that follows removes a default output path, moves examples to tempdir() and adds an introductory vignette, which is the standard shape of a package being made acceptable to CRAN. The public identity is currently ahead of the release notes, so a reader arriving at the feed cannot tell from it what EDAForge does.
◆ Prediction
Expect the next tag to align the notes with the EDAForge name and add exploratory-analysis functions alongside the auditing core; the compliance pass in 0.1.1 points at a CRAN submission as the near-term goal.
Alternatives to bolasso and EDAForge
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 bolasso or EDAForge.
nuggets
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
projoint
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
eratosthenes
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
dqcheckr
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
lifecontingencies
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
See all bolasso alternatives → · See all EDAForge alternatives →
Recent activity from bolasso and EDAForge
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 18d agoEDAForgeCRAN-policy pass: no default write path, intro vignette
- 22d agoEDAForgeInitial release under the package's former name, DataAudit
- 27d agoEDAForgeEDAForge v0.1.0
- 4mo agobolassoMultinomial responses supported across selection and plotting
- 10mo agobolassoBootstrap indices exposed via bootstrap_samples()
- 1y agobolassoFast estimation mode and a second variable selection rule ⚡
- 4y agobolassoBolasso v0.2.0
- 4y agobolassoBolasso v0.1.0
Frequently asked questions
What is the difference between bolasso and EDAForge?
Both compete on the same themes — r-package — within Infra & APIs. EDAForge is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is bolasso better than EDAForge?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. EDAForge is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to bolasso?
Top bolasso alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "bolasso alternatives" section above for the current picks, or visit /alternatives/bolasso for the full list with editorial commentary on each.
What are the best alternatives to EDAForge?
Top EDAForge alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "EDAForge alternatives" section above for the current picks, or visit /alternatives/edaforge for the full list with editorial commentary on each.