ANALYTICS
A GPU-accelerated Bayesian GLM package buys its way into the standard R Bayesian toolchain
Alternatives · analytics tools
collinear alternatives
The best collinear alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 17, 2026
Looking for the best alternatives to collinear? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, collinear shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About collinear
collinear has broken its API twice to stop making the user pick thresholds.
collinear removes multicollinearity from predictor sets through pairwise correlation and VIF filtering, with a preference order deciding which variable survives each conflict. Two major versions in thirteen months each rewrote the interface: 2.0.0 extended every function to any combination of categorical and numeric responses and predictors, and 3.0.0 moved to multiple responses, restructured the output into classed objects, and made both filtering thresholds adaptive by default. Version 3.0.1 is the first release since that is purely repair.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to collinear
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
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Accessible palettes generated from one seed, with every audit number computed on the hex you actually get
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A single-cell data store commits to Zarr v3 and range-readable hosting across four language surfaces
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A C++ mesh renderer grinding through CRAN's gate, one policy fix at a time
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A provenance-first corpus tool hands its verification core to agents over MCP
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Registration fusion mapping goes bidirectional, and a vertex-indexing bug that silently returned wrong coordinates is fixed
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Text analysis in R keeps optimising its token internals — and builds a path out to torch
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The ModernDive teaching package learns to render inside the browser that runs its own textbook
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Continuous-time mediation effects get standardized centrality, six years into steady patch work
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Four dormant years end with a modernization pass and an off-by-one fix in the C++ core
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A VAR-model fitting package acquiring the standard R methods it launched without
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USGS puts a type system over its river network toolkit so errors surface at dispatch
collinear vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| collinear (baseline) | 0.0 | 0 | multicollinearityvariable selectionvif | Adaptive thresholds, multi-response support and a new output class |
| glmbayes | 6.3 | 1 | bayesian-statisticsgeneralized-linear-modelsopencl | OpenCL split out to nmathopencl; insight and bayestestR integration |
| palettecore | 6.3 | 1 | accessibilitycolor-sciencedata-visualization | palettecore 0.2.0 |
| lstar | 5.0 | 0 | single-cell-genomicszarrwasm | lstar 0.2.0 |
| scimesh | 5.0 | 0 | scientific-visualizationcran-compliancer-bindings | — |
| vahtian | 3.8 | 1 | reproducibilityprovenancemcp | vahtian 0.2.0 |
| regfusionr | 3.8 | 1 | neuroimagingcoordinate-mappingfreesurfer | Version 0.3.0 -- vol_to_fsaverage, many convenience functions and fixes |
| quanteda | 2.5 | 0 | text-analysisnatural-language-processingr-package | CRAN v4.0 |
| moderndive | 2.5 | 0 | statistics-educationwebrregression | — |
| cTMed | 2.5 | 0 | mediation-analysiscontinuous-time-modelsr-package | — |
| haze | 2.5 | 0 | neuroimagingmesh-processinginterpolation | — |
| fitVARMxID | 2.5 | 0 | time-seriesstructural-equation-modelingr-package | — |
| hydroloom | 0.0 | 0 | hydrologynetwork-analysisgeospatial | hydroloom v1.2.0 |
The 12 best collinear alternatives, in depth
1. glmbayes · velocity 6.3
A GPU-accelerated Bayesian GLM package buys its way into the standard R Bayesian toolchain.
Over the last 30 days glmbayes shipped 1 meaningful update vs collinear's 0, most recently “OpenCL split out to nmathopencl; insight and bayestestR integration”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, glmbayes focuses on bayesian statistics, generalized linear models and opencl.
Over the last 30 days glmbayes has been shipping faster than collinear — a point in its favour if release momentum matters to you.
Full glmbayes trajectory → · Compare collinear vs glmbayes →
2. palettecore · velocity 6.3
Accessible palettes generated from one seed, with every audit number computed on the hex you actually get.
Over the last 30 days palettecore shipped 1 meaningful update vs collinear's 0, most recently “palettecore 0.2.0”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, palettecore focuses on accessibility, color science and data visualization.
Over the last 30 days palettecore has been shipping faster than collinear — a point in its favour if release momentum matters to you.
Full palettecore trajectory → · Compare collinear vs palettecore →
3. lstar · velocity 5.0
A single-cell data store commits to Zarr v3 and range-readable hosting across four language surfaces.
Its velocity score of 5.0/10 reflects longer-term release cadence; its most recent meaningful update was “lstar 0.2.0”.
Where collinear leans on multicollinearity, variable selection and vif, lstar focuses on single cell genomics, zarr and wasm.
lstar and collinear have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. scimesh · velocity 5.0
A C++ mesh renderer grinding through CRAN's gate, one policy fix at a time.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, scimesh focuses on scientific visualization, cran compliance and r bindings.
scimesh and collinear have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. vahtian · velocity 3.8
A provenance-first corpus tool hands its verification core to agents over MCP.
Over the last 30 days vahtian shipped 1 meaningful update vs collinear's 0, most recently “vahtian 0.2.0”. Its velocity score of 3.8/10 blends that with longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, vahtian focuses on reproducibility, provenance and mcp.
Over the last 30 days vahtian has been shipping faster than collinear — a point in its favour if release momentum matters to you.
6. regfusionr · velocity 3.8
Registration fusion mapping goes bidirectional, and a vertex-indexing bug that silently returned wrong coordinates is fixed.
Over the last 30 days regfusionr shipped 1 meaningful update vs collinear's 0, most recently “Version 0.3.0 -- vol_to_fsaverage, many convenience functions and fixes”. Its velocity score of 3.8/10 blends that with longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, regfusionr focuses on neuroimaging, coordinate mapping and freesurfer.
Over the last 30 days regfusionr has been shipping faster than collinear — a point in its favour if release momentum matters to you.
Full regfusionr trajectory → · Compare collinear vs regfusionr →
7. quanteda · velocity 2.5
Text analysis in R keeps optimising its token internals — and builds a path out to torch.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “CRAN v4.0”.
Where collinear leans on multicollinearity, variable selection and vif, quanteda focuses on text analysis, natural language processing and r package.
quanteda and collinear have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full quanteda trajectory → · Compare collinear vs quanteda →
8. moderndive · velocity 2.5
The ModernDive teaching package learns to render inside the browser that runs its own textbook.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, moderndive focuses on statistics education, webr and regression.
moderndive and collinear have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full moderndive trajectory → · Compare collinear vs moderndive →
9. cTMed · velocity 2.5
Continuous-time mediation effects get standardized centrality, six years into steady patch work.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, cTMed focuses on mediation analysis, continuous time models and r package.
cTMed and collinear have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. haze · velocity 2.5
Four dormant years end with a modernization pass and an off-by-one fix in the C++ core.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, haze focuses on neuroimaging, mesh processing and interpolation.
haze and collinear have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. fitVARMxID · velocity 2.5
A VAR-model fitting package acquiring the standard R methods it launched without.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where collinear leans on multicollinearity, variable selection and vif, fitVARMxID focuses on time series, structural equation modeling and r package.
fitVARMxID and collinear have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full fitVARMxID trajectory → · Compare collinear vs fitVARMxID →
12. hydroloom · velocity 0.0
USGS puts a type system over its river network toolkit so errors surface at dispatch.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “hydroloom v1.2.0”.
Where collinear leans on multicollinearity, variable selection and vif, hydroloom focuses on hydrology, network analysis and geospatial.
hydroloom and collinear have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full hydroloom trajectory → · Compare collinear vs hydroloom →
Frequently asked questions
What are the best alternatives to collinear?
The top collinear alternatives we currently track in analytics tools are glmbayes, palettecore, lstar, scimesh, vahtian, ranked by recent ship velocity.
How is this list of collinear alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare collinear directly with one of these alternatives?
Yes — every card has a "Compare with collinear" link to a side-by-side /compare page.