Recent Releases of simstudy

simstudy - simstudy 0.8.1

New features

  • Added the ability to generate data from an empirical distribution by using new functions genDataDensity and addDataDensity.
  • The binary and binomial distributions can now accommodate a "log" link.

Minor fix

  • addCorGen no longer requires all clusters to have the same size when using the rho and corstr arguments to define the correlation.
  • Fixed an issue that prevented functions defined outside the global namespace from being referenced in defData.

Scientific Software - Peer-reviewed - R
Published by kgoldfeld almost 2 years ago

simstudy - simstudy 0.8.0

New features

  • added the option to specify a customized distribution in defData and defDataAdd by specifying dist = "custom". *addPeriods now includes a new argument periodVec that allows users to designate specific measurement time periods using vector.

Minor fix

  • Function logisticCoefs now correctly handles double dot notation.

Scientific Software - Peer-reviewed - R
Published by kgoldfeld about 2 years ago

simstudy - simstudy 0.7.1

Breaking Changes

  • trtAssign with ratio=NULL used to produce 0-index values but 1-indexed values if ratio was set. This was adjusted so now both versions produce 0-indexed values. This is a potentially breaking change for existing scripts that use the generated treatment values while assuming the old behavior (e.g. using hardcoded values to filter).

New features

  • Function logisticCoefs determines the intercept and treatment/exposure parameter for a data generating process (based on a logistic regression model) that has a specific target population prevalence of a binary outcome, and an option to target a risk ratio, risk difference, or AUC.

Major fix

  • Data generation speed has been improved for very large data sets with many variables.

Scientific Software - Peer-reviewed - R
Published by kgoldfeld over 2 years ago

simstudy - Version 0.7.0

Scientific Software - Peer-reviewed - R
Published by kgoldfeld almost 3 years ago

simstudy - simstudy 0.6.0

New features

  • Added function blockExchangekMat and blockDecayMat. Users can now generate correlation matrices that can accommodate clustered observations over time where the within-cluster correlation in the same time period can be different from the within-cluster correlation across time periods.
  • Updated function genCorMat to allow generation of cluster-specific correlation matrices in case one wants to induce variability in correlation across clusters.

Major fixes

  • Overhauled function addCorGen to make it more flexible. It can now handle cluster-dependent data, and not just time-dependent data. In addition, performance has been dramatically improved.

Minor fixes

  • Fixed bug in genSpline

Scientific Software - Peer-reviewed - R
Published by kgoldfeld over 3 years ago

simstudy - simstudy 0.5.1

Minor fixes

  • Fixed bug in trtAssign

Scientific Software - Peer-reviewed - R
Published by kgoldfeld over 3 years ago

simstudy - simstudy 0.4.0

New features

  • genOrdCat now supports non-proportional odds
  • Added functions defRepeat and defRepeatAdd to facilitate the definition of multiple variables that share identical data definitions.

Minor improvements and fixes

  • Fixed bug resulting from rounding error when specifying probabilities for 'categorical' distributions.

Scientific Software - Peer-reviewed - R
Published by kgoldfeld over 4 years ago

simstudy - simstudy 0.3.0

New features

  • You can now use non-scalar variables with double-dot notation. See the Dynamic Data Definition Vignette.
  • The 'categorical' distribution now supports the variance parameter to introduce categories other than 1...n.
  • You can now use [trtAssign()] as a distribution with [defData()].

Minor improvements and fixes

  • Added CITATION
  • genData now warns that a set 'id' parameter will override previously defined 'id' names from the data definition.
  • genData now handles NULL as 'id' value in data definitions (e.g. when definitions are not created via defData etc.) by defaulting to 'id'.
  • Fix an error in genOrdCat when only a single adjustment variable is given but more than one new category will be created.
  • Fix a bug where ..variables did not work within a function using the dist="beta".

Scientific Software - Peer-reviewed - R
Published by kgoldfeld over 4 years ago

simstudy - simstudy 0.2.2

  • Improve documentation and vignettes.

Scientific Software - Peer-reviewed - R
Published by assignUser over 5 years ago

simstudy - simstudy 0.2.1

  • Add 'backports' for compatibility with R < 4.0
  • Fix a bug on R < 4.0 in genOrdCat
  • Current version is now only compatible with R version >= 3.3.0

Scientific Software - Peer-reviewed - R
Published by assignUser over 5 years ago

simstudy - simstudy 0.2.0

Deprecated Functions

  • Moved genCorOrdCat's functionality into genOrdCat. genCorOrdCat is now deprecated.
  • Renamed catProbs to genCatFormula for naming consistency. catProbs is now deprecated.

New features

  • Introduced a new system for formula definitions and completely reworked the underlying code. See vignette "Dynamic Data Definition".
  • The new function genMixFormula generates mixture formulas from different inputs.
  • Some simstudy functions now produce custom errors and warnings. Eventually all conditions will be replaced by the new system to make error handling easier for the user.
  • Added new vignettes.
  • Created documentation pages for:
    • the release version https://kgoldfeld.github.io/simstudy/
    • and development version https://kgoldfeld.github.io/simstudy/dev

Minor improvements and fixes

  • genCatFormula now warns if an additional category is created or probabilities are normalized.
  • Fixed bug in trtAssign related new ratio argument.
  • Fixed bug in trtAssign when strata had count of one.
  • defData now also checks the first row in the definition table for validity.

Scientific Software - Peer-reviewed - R
Published by assignUser over 5 years ago

simstudy - simstudy 0.1.16

  • Added "mixture" distribution that takes a value from an existing column with a specified probability.
  • Modified function trtAssign to improve speed performance of stratified sampling with very large numbers of strata.
  • Add argument "ratio" to function trtAssign to allow users to specify more than 1:1 randomization.

Scientific Software - Peer-reviewed - R
Published by assignUser almost 6 years ago

simstudy - simstudy 0.1.12

  • Fixed genCorFlex and addMultiFac to accommodate bug fixes with package data.table

Scientific Software - Peer-reviewed - R
Published by assignUser almost 6 years ago

simstudy - simstudy 0.1.13

  • Added negative binomial distribution as an option to function iccRE
  • Fixed function genCorOrdCat so that it can accept user-specified correlation matrix
  • Added function trtStepWedge to generate treatment assignment for a stepped-wedge design cluster randomized trial.

Scientific Software - Peer-reviewed - R
Published by assignUser almost 6 years ago

simstudy - simstudy 0.1.14

  • Added functions genMarkov and addMarkov to create data.table with (or add to existing data.table) individual chains of Markov processes.
  • Added function genNthEvent to create data.table with binary event outcome in a longitudinal setting.
  • Updated function genCluster so that cluster size can be specified as an integer, and will be constant across all clusters.
  • Updated function addPeriods that period name can be specified.
  • Updated function trtStepWedge so that a transition period can be included.
  • Fixed bug in function delColumns related to multiple keys.

Scientific Software - Peer-reviewed - R
Published by assignUser almost 6 years ago

simstudy - simstudy 0.1.15

  • Added function trimData (that uses new rcpp function clipVec) to clip or truncate a longitudinal data set after a certain event has occurred.
  • Fixed bug in addMarkov, added trimvalue argument to use trimData function
  • Added trimvalue argument in genMarkov

Scientific Software - Peer-reviewed - R
Published by assignUser almost 6 years ago