OHPL
A 2017 chemometrics method frozen in place, visited only when CRAN changes its documentation rules.
Comparison · Analytics
bpbounds vs malariasimulation
A side-by-side editorial comparison of bpbounds and malariasimulation — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:epidemiology
bpbounds vs malariasimulation: at a glance
What is bpbounds?
bpbounds found the same swapped-cell bug twice and clamped its bounds back into range
bpbounds computes nonparametric Balke-Pearl bounds on the average causal effect from instrumental variable data, in the bivariate and trivariate cases. After years of pure packaging maintenance, the two 2026 releases are analytical corrections. Bounds on intervention probabilities are now clamped to [0, 1] so derived causal risk ratio bounds cannot fall outside their feasible range, and a cell-ordering error in the trivariate three-category instrument path has been repaired.
What is malariasimulation?
An individual-based malaria model that added Plasmodium vivax, hypnozoites and all
malariasimulation is an individual-based malaria transmission model. The visible history is short but consequential: v2.0.2 extended the model beyond its original parasite species to Plasmodium vivax, and the most recent tag is not a code release at all but a coordinated snapshot freezing the whole malariaverse suite at a known state.
bpbounds vs malariasimulation: editorial side-by-side
bpbounds
0.0ANALYTICS
bpbounds found the same swapped-cell bug twice and clamped its bounds back into range
◆ Current state
bpbounds computes nonparametric Balke-Pearl bounds on the average causal effect from instrumental variable data, in the bivariate and trivariate cases. After years of pure packaging maintenance, the two 2026 releases are analytical corrections. Bounds on intervention probabilities are now clamped to [0, 1] so derived causal risk ratio bounds cannot fall outside their feasible range, and a cell-ordering error in the trivariate three-category instrument path has been repaired.
◆ Where it's heading
The direction is toward agreement with the reference Stata implementation and away from silently wrong output. The clamping change is described as matching the same fix in the Stata package, which suggests the two implementations are being reconciled rather than developed independently. The cell-ordering defect is the more instructive one: it was fixed in the calculation function in 0.1.7 and then again in the constraint matrix in 0.1.8, meaning the same x=0,y=1 / x=1,y=0 swap had been written in two places.
◆ Prediction
Since the recent fixes came from an external contributor's report and both touched the trivariate three-category path, the untested corners of that path are where further corrections would surface — but the release notes give no roadmap beyond parity with the Stata package.
malariasimulation
0.0ANALYTICS
An individual-based malaria model that added Plasmodium vivax, hypnozoites and all
◆ Current state
malariasimulation is an individual-based malaria transmission model. The visible history is short but consequential: v2.0.2 extended the model beyond its original parasite species to Plasmodium vivax, and the most recent tag is not a code release at all but a coordinated snapshot freezing the whole malariaverse suite at a known state.
◆ Where it's heading
The direction is toward being a multi-species platform rather than a single-parasite simulator, and toward being usable as a reproducible research artefact. The P. vivax work was not a wrapper over the existing model — it added hypnozoites, competing hazards, an equilibrium solution and species-specific immunity behaviour, while deliberately removing blood and severe immunity components that do not apply. The snapshot tag addresses the other half of that: analyses built on a fast-moving suite need a version set they can return to.
◆ Prediction
The snapshot being tagged immediately before an announced update suggests the next release changes enough to break existing analyses, which is why the freeze was published first. The entries do not say what that update contains.
Alternatives to bpbounds and malariasimulation
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 bpbounds or malariasimulation.
fastplyr
A fast dplyr stand-in that keeps finding new places to skip work entirely.
trias
Belgium's invasive-species indicator toolkit is in steady refinement, one plotting edge case at a time.
icesSAG
The ICES stock assessment client took upload away in 2024 and spent two years giving it back.
dggridR
A discrete global grid generator grew cell traversal and became a usable spatial index.
vegan
Community ecology's standard toolkit is retiring the functions a generation of scripts was built on.
See all bpbounds alternatives → · See all malariasimulation alternatives →
Recent activity from bpbounds and malariasimulation
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agobpboundsbpbounds clamps probability bounds and fixes a constraint-matrix swap
- 2mo agomalariasimulationmalariaverse suite frozen at a reproducible snapshot tag
- 2mo agobpboundsbpbounds fixes swapped cells in the trivariate calculation
- 1y agomalariasimulationPlasmodium vivax model with hypnozoites and relapse dynamics ⚡
- 2y agobpboundsbpbounds 0.1.6
- 3y agobpboundsbpbounds 0.1.5
- 6y agobpboundsVersion 0.1.4 on CRAN
- 7y agobpboundsVersion 0.1.3
Frequently asked questions
What is the difference between bpbounds and malariasimulation?
Both compete on the same themes — epidemiology — within Analytics. bpbounds and malariasimulation 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 bpbounds better than malariasimulation?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. bpbounds and malariasimulation 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 bpbounds?
Top bpbounds alternatives in Analytics are ranked by recent ship velocity. Browse the "bpbounds alternatives" section above for the current picks, or visit /alternatives/bpbounds for the full list with editorial commentary on each.
What are the best alternatives to malariasimulation?
Top malariasimulation alternatives in Analytics are ranked by recent ship velocity. Browse the "malariasimulation alternatives" section above for the current picks, or visit /alternatives/malariasimulation for the full list with editorial commentary on each.