← Back to home
Comparison · Analytics

crossmap vs vinereg

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

crossmap vs vinereg: at a glance

Featurecrossmapvinereg
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themespurrr extension, functional programming, deprecations, furrrr-package, copulas, regression, conditional-density
Last editorial update4h ago1h ago
WebsiteVisit →Visit →

What is crossmap?

crossmap's roadmap is set by purrr and furrr — it deprecates what upstream deprecates.

A small package for mapping over combinations of arguments, following purrr and furrr conventions. Its own functional additions stopped after xpluck() in 2023 and the cross_fit() clustering work in 2022. Everything since tracks upstream: xmap_raw() and future_xmap_raw() are now defunct because purrr removed map_raw() and furrr removed future_pmap_raw(), and re-exported parallel helpers now come from parallelly rather than future.

Read the full crossmap trajectory →

What is vinereg?

Conditional density and log-likelihood fill out a vine copula regression package.

vinereg fits D-vine copula-based regression models on top of rvinecopulib and kde1d, in Thomas Nagler's package stack. The January 2025 pair - 0.10.0 and 0.11.0 tagged the same day - adds a pdf() function and then fixes conditional density computation for discrete variables while requiring the newer kde1d. Release notes run to one or two bullets each.

Read the full vinereg trajectory →

crossmap vs vinereg: editorial side-by-side

C
crossmap
ANALYTICS
0.0

crossmap's roadmap is set by purrr and furrr — it deprecates what upstream deprecates.

◆ Current state

A small package for mapping over combinations of arguments, following purrr and furrr conventions. Its own functional additions stopped after xpluck() in 2023 and the cross_fit() clustering work in 2022. Everything since tracks upstream: xmap_raw() and future_xmap_raw() are now defunct because purrr removed map_raw() and furrr removed future_pmap_raw(), and re-exported parallel helpers now come from parallelly rather than future.

◆ Where it's heading

The package has settled into being a compatible extension rather than an independent one — its release notes read as a mirror of purrr's and furrr's deprecation schedules. Note that the release stamps are unreliable here: several versions were backfilled minutes apart and the 0.3.x tags carry timestamps in reverse version order, so feed position says nothing about what shipped when.

◆ Prediction

Expect the next release to be driven by another purrr or furrr change rather than new functionality, since that has been the sole trigger for the last four.

V
vinereg
ANALYTICS
0.0

Conditional density and log-likelihood fill out a vine copula regression package.

◆ Current state

vinereg fits D-vine copula-based regression models on top of rvinecopulib and kde1d, in Thomas Nagler's package stack. The January 2025 pair - 0.10.0 and 0.11.0 tagged the same day - adds a pdf() function and then fixes conditional density computation for discrete variables while requiring the newer kde1d. Release notes run to one or two bullets each.

◆ Where it's heading

Work has concentrated on evaluation rather than fitting: cll() in 0.9.0, pdf() in 0.10.0, and the discrete-variable correction in 0.11.0 all concern what can be computed from a model already fitted. Releases arrive in same-day pairs, and the notes are terse enough that 0.10.0 reuses 0.9.0's wording verbatim, describing pdf() with cll()'s sentence. Version floors also track the sibling packages - kde1d here, rvinecopulib in 0.8.3.

◆ Prediction

Given the shared release rhythm across the stack, the next entry is as likely to be a dependency-driven bump as a new function; the discrete-variable path is the one area these notes show as recently unstable.

Alternatives to crossmap and vinereg

Other Analytics 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 crossmap or vinereg.

See all crossmap alternatives → · See all vinereg alternatives →

Recent activity from crossmap and vinereg

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

  1. 6mo agocrossmapRaw-vector mapping functions removed
  2. 6mo agocrossmapRe-exports moved to the parallelly namespace
  3. 11mo agocrossmapFuture-backed tests skipped on CRAN
  4. 11mo agocrossmapInternal test fixes
  5. 1y agovineregDiscrete conditional densities fixed; kde1d 1.1.0 required
  6. 1y agovineregpdf() added for conditional density
  7. 2y agovineregBoost compile flag and a weights error fixed
  8. 2y agovineregcll() computes conditional log-likelihood
  9. 3y agocrossmapxpluck adds multi-index plucking
  10. 4y agocrossmapCluster specifications supported in cross_fit
  11. 4y agovineregvinecopulib floor raised for RcppThread compatibility
  12. 4y agovineregcpit() fixed and external marginals allowed via uscale

Frequently asked questions

What is the difference between crossmap and vinereg?

They serve adjacent needs but don't currently overlap on shipped themes. crossmap and vinereg 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 crossmap better than vinereg?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. crossmap and vinereg 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 Analytics products to evaluate alongside.

What are the best alternatives to crossmap?

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

What are the best alternatives to vinereg?

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