v0.6.1

Unfold v0.6.1

Diff since v0.6.0

• generate compat with breaking StatsModels v0.7 (@behinger)
• much improved speed of designmatrix generation in case of special circumstances of same event-kernel length for all events (the typical case) (@behinger)
• minor bugfixes

Merged pull requests:

• improved column generation for designmatrices (#123) (@behinger)
• StatsModels 0.7 compat + bugfixe (#125) (@behinger)

v0.6.0

Unfold v0.6.0

Breaking

• Introducing PackageExtensions #119:
  • In order to use MixedModels you have to manually load using MixedModels
  • In order to use spl(ABC,5) splines, you have to manually load using BSplineKit
  • In order to use solver_robust you have to manually load using RobustModels
    This features reduced the package loading time from 15-25s to just 2s on my computer 🚀.

New Features

• massive ⚡ speed-ups⚡ using the following "tricks":
  • New extension: GPU support (via using Krylov and solver_krylov(...;gpu=true), currently only CUDA support, but this is not a fundamental limitation, merely an implementation wise, 75s => 3s speedup! together with @jschepers
  • Multithreading (which is the new default), speedup 2-10x
  • Up to 80% smaller designmatrices (and thus faster fits), by removing unnecessary zeros via dropzeros - speedup untested
• ProgressBar in all solvers (can be deactivated)

Bugfixes

• fix bug with LMM random effects wrongly reordered #115,#33
• 2D data reshaping not working correctly #110, #83
• replaced some unnecessary dependencies (e.g. DSP)

Diff since v0.5.1

Closed issues:

• Random effects are reordered (#33)
• Regularization, Feature Importance for back-to-back regression (#74)
• Massunivariate LMM with two dimensions results in "coef" error (#83)
• bug: LMM mass univariate with 2-dim data (#110)
• LMMs: coeftable re-order bug (#115)
• Weak Dependencies (#119)

Merged pull requests:

• bugfix reshape + LMM (#117) (@behinger)
• pkgExtensions (#120) (@behinger)
• krylov, GPU, progressbar, multithreading (#121) (@behinger)

v0.5.1

Unfold v0.5.1

Diff since v0.5.0

Closed issues:

• Documentation: only dev available (#73)
• What's up with LRT? (#101)
• [docs] custom solvers (#103)

Bugfix release.

• fix issues in documentation (update to new major UnfoldMakie version, upgrades some examples to use UnfoldSim)
• fix issue with missings in Effects.jl (occuring in out-of-domain prediction with splines)

v0.5.0

Unfold v0.5.0

Diff since v0.4.2

Closed issues:

• Better Base.show (#84)
• BSplineKit? (#104)
• saving files (#111)

Merged pull requests:

• Update splinepredictors.jl (#109) (@behinger)
• Add io functions (#114) (@jschepers)

v0.4.2

Unfold v0.4.2

Diff since v0.4.1

Release notes:

Bugfixes

• removed old debug statements during spline-predictors
• added zenodo citation entry
• fixed effects-documentation

v0.4.1

Unfold v0.4.1

Diff since v0.4.0

Merged pull requests:

• missing events + bugfix (#108) (@behinger)

v0.4.0

Unfold v0.4.0

Diff since v0.3.13

Merged pull requests:

• multiEventMassUnivariate (#105) (@behinger)
• coerceMissingEventvals (#106) (@behinger)

v0.3.13

Unfold v0.3.13

Diff since v0.3.12

Closed issues:

• renaming things / refactoring / modifying output (#41)
• Safe Predict for timeexpanded splines (#49)
• Wrong dispatch with Any=>(f,times) and 2D-Data (#51)
• Predict does not automatically get times (#53)
• Doc: takes 3h (??) (#86)
• Documentation: Explanation/ HowTo on Effects both lead to 404 page (#91)
• WARNING: could not import Effects._reference_grid into Unfold (#93)

Merged pull requests:

• improved tests for fit (#95) (@behinger)
• first try to fix docs, 2h baseline (#96) (@behinger)
• bugfixes (#97) (@behinger)
• Remove unnecessary packages (#100) (@behinger)

v0.3.12

Unfold v0.3.12

Diff since v0.3.11

Closed issues:

• do we need times(BasisFunction) and colnames(BasisFunction) or can they be the same? (#55)

Merged pull requests:

• improved spline interface (#88) (@behinger)
• effects - expand_grid (#94) (@vladdez)

v0.3.11

Unfold v0.3.11

Diff since v0.3.10

fixes bug #76, now more than two basisfunctions are actually correctly possible (previously only two "events" were saved, now it is correctly appended)

Closed issues:

• effects with three basis functions (#76)
• Rounding error in Unfold.epoch (#78)

Merged pull requests:

• rounding latency .5 fixes #78 (#80) (@behinger)