Package

Package description

splatter

splatter.

Parameters

Parameters functions and classes

newBASiCSParams() newKersplatParams() newLun2Params() newLunParams() newMFAParams() newPhenoParams() newSCDDParams() newSimpleParams() newSparseDCParams() newSplatParams() newZINBParams()

New Params

getParam()

Get a parameter

getParams()

Get parameters

setParam()

Set a parameter

setParams()

Set parameters

BASiCSParams

The BASiCSParams class

KersplatParams

The KersplatParams class

Lun2Params

The Lun2Params class

LunParams

The LunParams class

MFAParams

The MFAParams class

Params

The Params virtual class

PhenoParams

The PhenoParams class

SCDDParams

The SCDDParams class

SimpleParams

The SimpleParams class

SplatParams

The SplatParams class

SparseDCParams

The SparseDCParams class

ZINBParams

The ZINBParams class

Estimation

Functions for estimating parameters

BASiCSEstimate()

Estimate BASiCS simulation parameters

kersplatEstimate()

Estimate Kersplat simulation parameters

kersplatEstBCV()

Estimate Kersplat BCV parameters

kersplatEstLib()

Estimate Kersplat library size parameters

kersplatEstMean()

Estimate Kersplat means

lun2Estimate()

Estimate Lun2 simulation parameters

lunEstimate()

Estimate Lun simulation parameters

mfaEstimate()

Estimate mfa simulation parameters

phenoEstimate()

Estimate PhenoPath simulation parameters

scDDEstimate()

Estimate scDD simulation parameters

simpleEstimate()

Estimate simple simulation parameters

splatEstBCV()

Estimate Splat Biological Coefficient of Variation parameters

splatEstDropout()

Estimate Splat dropout parameters

splatEstimate()

Estimate Splat simulation parameters

splatEstLib()

Estimate Splat library size parameters

splatEstMean()

Estimate Splat mean parameters

splatEstOutlier()

Estimate Splat expression outlier parameters

sparseDCEstimate()

Estimate SparseDC simulation parameters

zinbEstimate()

Estimate ZINB-WaVE simulation parameters

Simulation

Functions for simulating datasets

BASiCSSimulate()

BASiCS simulation

kersplatGenNetwork()

Generate Kersplat gene network

kersplatSample()

Kersplat sample

kersplatSelectRegs()

Select Kersplat regulators

kersplatSetup()

Kersplat setup

kersplatSimAmbientCounts()

Simulate Kersplat ambient counts

kersplatSimCellCounts()

Simulate Kersplat cell counts

kersplatSimCounts()

Simulate Kersplat final counts

kersplatSimCellMeans()

Simulate Kersplat cell means

kersplatSimGeneMeans()

Simulate Kersplat gene means

kersplatSimLibSizes()

Simulate Kersplat library sizes

kersplatSimPaths()

Simulate Kersplat paths

kersplatSimulate()

Kersplat simulation

lun2Simulate()

Lun2 simulation

lunSimulate()

Lun simulation

mfaSimulate()

MFA simulation

phenoSimulate()

PhenoPath simulation

scDDSimulate()

scDD simulation

simpleSimulate()

Simple simulation

splatSimBatchCellMeans()

Simulate batch means

splatSimBatchEffects()

Simulate batch effects

splatSimBCVMeans()

Simulate BCV means

splatSimSingleCellMeans() splatSimGroupCellMeans() splatSimPathCellMeans()

Simulate cell means

splatSimGroupDE() splatSimPathDE()

Simulate group differential expression

splatSimDropout()

Simulate dropout

splatSimGeneMeans()

Simulate gene means

splatSimLibSizes()

Simulate library sizes

splatSimTrueCounts()

Simulate true counts

splatSimulate() splatSimulateSingle() splatSimulateGroups() splatSimulatePaths()

Splat simulation

sparseDCSimulate()

SparseDC simulation

zinbSimulate()

ZINB-WaVE simulation

Comparison functions

Functions for comparing datasets

compareSCEs()

Compare SingleCellExperiment objects

diffSCEs()

Diff SingleCellExperiment objects

makeCompPanel()

Make comparison panel

makeDiffPanel()

Make difference panel

makeOverallPanel()

Make overall panel

summariseKS()

Summarise KS

summariseDiff()

Summarise diffSCEs

summariseStats()

Summarise statistics

tidyStatSumm()

Tidy summarised statistics

Other exported functions

Additional functions exported by Splatter

addFeatureStats()

Add feature statistics

addGeneLengths()

Add gene lengths

listSims()

List simulations

Internals

Additional internal functions and helpers

bridge()

Brownian bridge

bringItemsForward()

Bring items forward

expandParams()

Expand parameters

getBetaStepProbs()

Get Beta step probabilities

getCounts()

Get counts

getLNormFactors()

Get log-normal factors

getPathOrder()

Get path order

logistic()

Logistic function

rbindMatched()

Bind rows (matched)

sampleDensity()

Sample density

selectFit()

Select fit

setParamsUnchecked()

Set parameters UNCHECKED

setParamUnchecked()

Set a parameter UNCHECKED

showDFs()

Show data.frame

showPP()

Show pretty print

showValues()

Show values

winsorize()

Winsorize vector