Residual Diagnostics for Hierarchical (Multi-Level / Mixed) Regression Models


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Documentation for package ‘DHARMa’ version 0.5.0

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DHARMa-package DHARMa: Residual Diagnostics for Hierarchical (Multi-Level / Mixed) Regression Models
benchmarkRuntime Benchmark runtimes of several functions
createData Simulate test data
createDHARMa Create a DHARMa object from hand-coded simulations or Bayesian posterior predictive simulations.
DHARMa DHARMa: Residual Diagnostics for Hierarchical (Multi-Level / Mixed) Regression Models
getData Get model data
getData.brmsfit Get model data
getData.default Get model data
getData.merMod Get model data
getFamily Get model family
getFamily.default Get model family
getFamily.phyloglm Get model family
getFamily.phylolm Get model family
getFitted Get fitted/predicted values
getFitted.brmsfit Get fitted/predicted values
getFitted.default Get fitted/predicted values
getFitted.gam Get fitted/predicted values
getFitted.HLfit Get fitted/predicted values
getFitted.MixMod Get fitted/predicted values
getFitted.phyloglm Get fitted/predicted values
getFitted.phylolm Get fitted/predicted values
getFixedEffects Extract fixed effects of a supported model
getFixedEffects.brmsfit Extract fixed effects of a supported model
getFixedEffects.default Extract fixed effects of a supported model
getFixedEffects.MixMod Extract fixed effects of a supported model
getObservedResponse Get model response
getObservedResponse.default Get model response
getObservedResponse.HLfit Get model response
getObservedResponse.phyloglm Get model response
getObservedResponse.phylolm Get model response
getPearsonResiduals Get Pearson residuals
getPearsonResiduals.brms Get Pearson residuals
getPearsonResiduals.default Get Pearson residuals
getPearsonResiduals.gam Get Pearson residuals
getPredictorNames Get predictor names
getPredictorNames.default Get predictor names
getPredictorNames.MixMod Get predictor names
getQuantile Calculate Residual Quantiles
getRandomState Record and restore a random state
getRefit Get model refit
getRefit.brmsfit Get model refit
getRefit.default Get model refit
getRefit.glmmTMB Get model refit
getRefit.HLfit Get model refit
getRefit.lm Get model refit
getRefit.MixMod Get model refit
getRefit.phyloglm Get model refit
getRefit.phylolm Get model refit
getResiduals Get model residuals
getResiduals.brmsfit Get model residuals
getResiduals.default Get model residuals
getResiduals.MixMod Get model residuals
getSimulations Get model simulations
getSimulations.brmsfit Get model simulations
getSimulations.default Get model simulations
getSimulations.gam Get model simulations
getSimulations.glmmTMB Get model simulations
getSimulations.HLfit Get model simulations
getSimulations.merMod Get model simulations
getSimulations.MixMod Get model simulations
getSimulations.negbin Get model simulations
getSimulations.phyloglm Get model simulations
getSimulations.phylolm Get model simulations
hist.DHARMa Histogram of DHARMa residuals
hurricanes Hurricanes
outliers Return outliers
plot.DHARMa DHARMa standard residual plots
plot.DHARMaBenchmark Plots DHARMa benchmarks
plotConventionalResiduals Conventional residual plot
plotQQunif Quantile-quantile plot for a uniform distribution
plotResiduals Generic res ~ pred scatter plot with spline or quantile regression on top
plotResidualsAll Create multiple residual plots simultaneously.
plotSimulatedResiduals DHARMa standard residual plots (deprecated)
print.DHARMa Print simulated residuals
recalculateResiduals Recalculate residuals with grouping
residuals.DHARMa Return residuals of a DHARMa simulation
runBenchmarks Benchmark calculations
simulateLRT Simulated likelihood ratio tests for (generalized) linear mixed models
simulateResiduals Create simulated residuals
testCategorical Test for categorical dependencies
testDispersion DHARMa dispersion tests
testGeneric Test for a generic summary statistic based on simulated data
testOutliers Test for outliers
testOverdispersion Simulated overdisperstion tests (deprecated)
testOverdispersionParametric Parametric overdisperstion tests (deprecated)
testPDistribution Plot distribution of p-values.
testPhylogeneticAutocorrelation Test for phylogenetic autocorrelation
testQuantiles Test for quantiles
testResiduals DHARMa general residual test
testSimulatedResiduals Residual tests
testSpatialAutocorrelation Test for distance-based spatial (or similar type) autocorrelation
testTemporalAutocorrelation Test for temporal autocorrelation
testUniformity Test for overall uniformity
testZeroInflation Tests for zero-inflation
transformQuantiles Transform quantiles to pdf (deprecated)