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Comparison · Infra & APIs

smam vs TrendLSW

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

smam vs TrendLSW: at a glance

FeaturesmamTrendLSW
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themesanimal-movement, stochastic-processes, state-space-models, rcpptime-series, wavelets, defaults, plotting
Last editorial update6h ago51m ago
WebsiteVisit →Visit →

What is smam?

Animal-movement models in R, where new stochastic processes arrive years apart.

smam fits statistical models of animal movement, covering moving-resting processes with and without measurement error, moving-resting-handling, and moving-moving processes, with simulation, point estimation and variance estimation for each. The last three releases are pure upkeep: guarding Rf_error calls after an Rcpp update, a maintainer email change, and a compiler warning fix. The substantive work in this window is 0.7.0, which added estimate and vcov generics across all fit functions, and 0.6.0, which added the moving-moving process.

Read the full smam trajectory →

What is TrendLSW?

Wavelet trend estimation tightens the defaults it shipped with.

TrendLSW estimates trend and evolutionary wavelet spectrum for locally stationary time series through a single TLSW() entry point. Its history since the first CRAN appearance is short and centres on defaults and plotting around that function, plus one dataset addition. The latest entry carries both the 1.0.4 and 1.0.3 notes in one body.

Read the full TrendLSW trajectory →

smam vs TrendLSW: editorial side-by-side

S
smam
INFRA · APIS
0.0

Animal-movement models in R, where new stochastic processes arrive years apart.

◆ Current state

smam fits statistical models of animal movement, covering moving-resting processes with and without measurement error, moving-resting-handling, and moving-moving processes, with simulation, point estimation and variance estimation for each. The last three releases are pure upkeep: guarding Rf_error calls after an Rcpp update, a maintainer email change, and a compiler warning fix. The substantive work in this window is 0.7.0, which added estimate and vcov generics across all fit functions, and 0.6.0, which added the moving-moving process.

◆ Where it's heading

This package grows by adding process models, and it does so rarely. Between the moving-moving process in 2021 and now, the only interface-level change has been the 0.7.0 generics that gave every fit function a common way to retrieve estimates and their covariance, which is consolidation of an accumulated collection rather than expansion of it. The three releases since are entirely reactive to toolchain and CRAN pressure, and they arrive in step with the maintainer's other package coga, which received the same Rcpp guard within twenty minutes on the same day.

◆ Prediction

Expect further releases to be CRAN and Rcpp maintenance unless a new movement process is published, which is what has historically prompted a minor version here. The generics added in 0.7.0 give any future process model a ready-made interface to slot into.

T
TrendLSW
INFRA · APIS
0.0

Wavelet trend estimation tightens the defaults it shipped with.

◆ Current state

TrendLSW estimates trend and evolutionary wavelet spectrum for locally stationary time series through a single TLSW() entry point. Its history since the first CRAN appearance is short and centres on defaults and plotting around that function, plus one dataset addition. The latest entry carries both the 1.0.4 and 1.0.3 notes in one body.

◆ Where it's heading

The package has moved from getting onto CRAN to correcting the choices it launched with: the spectrum filter defaults were swapped to their trend counterparts, the plot.CI switch was removed in favour of inferring it from what was actually computed, and an example was shrunk to fit check timings. This is consolidation around a stable API rather than expansion.

◆ Prediction

Further releases most likely continue tuning TLSW() defaults and plot behaviour; the entries show no work toward new estimators.

Alternatives to smam and TrendLSW

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 smam or TrendLSW.

See all smam alternatives → · See all TrendLSW alternatives →

Recent activity from smam and TrendLSW

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

  1. 5mo agosmamRcpp attributes regenerated to guard Rf_error calls
  2. 8mo agoTrendLSWTrend filter defaults replace spectrum defaults; plot.CI dropped
  3. 2y agoTrendLSWNew z.acc and z.labels datasets shipped with the package
  4. 2y agoTrendLSWDescription field and plot.TLSW documentation fixes
  5. 2y agosmamMaintainer email updated
  6. 2y agosmamCompiler format-security warning resolved
  7. 3y agosmamestimate and vcov generics unify all fit functions
  8. 5y agosmamMoving-moving process added with simulation and estimation
  9. 5y agosmamVariance estimators adjusted; example dataset added

Frequently asked questions

What is the difference between smam and TrendLSW?

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

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. smam and TrendLSW 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 smam?

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

What are the best alternatives to TrendLSW?

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