Time-Varying DBN Inference with the ARTIVA (Auto Regressive TIme VArying) Model


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Documentation for package ‘ARTIVA’ version 1.2.3

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ARTIVA-package Time-Varying DBN Inference with the ARTIVA (Auto Regressive TIme VArying) Model
ARTIVA Time-Varying DBN Inference with the ARTIVA (Auto Regressive TIme VArying) Model
ARTIVAnet Function to run the ARTIVA procedure for Auto Regressive TIme-VArying network inference on several target genes
ARTIVAsubnet Function to recover Auto Regressive TIme-VArying interactions between a gene of interest (referred to as "target gene") and a set of genes which may explain the expression of the target gene.
ARTIVAsubnetAnalysis Function to estimate a regulatory time-varying network from the output of function ARTIVAsubnet.
bdu Internal ARTIVA Functions
buildXY Internal ARTIVA Functions
choosePriors Function to plot an overview of possible priors for the number of changepoints and/or edges.
computePx Internal ARTIVA Functions
computeRho3 Internal ARTIVA Functions
computeRho4 Internal ARTIVA Functions
cp.birth Internal ARTIVA Functions
cp.computeAlpha Internal ARTIVA Functions
cp.death Internal ARTIVA Functions
CP.postDist Function to compute the CPs posterior distribution for the ARTIVA network model from the the ouput samples of function ARTIVAsubnet.
cp.shift Internal ARTIVA Functions
CPposition Internal ARTIVA Functions
dinvgamma Internal ARTIVA Functions
drosophila Drosphila life cycyle time series by Arbeitman et al 2002.
fast.svd Internal ARTIVA Functions
geneNetworkSummary Function to
hasSeg Internal ARTIVA Functions
init Internal ARTIVA Functions
main Internal ARTIVA Functions
nsmall.svd Internal ARTIVA Functions
plotCP.postDist Function to plot the estimated posterior distribution for the changepoints (CPs) number and position
PlotFunction Internal ARTIVA Functions
plotSegmentModel.postDist Internal ARTIVA Functions
positive.svd Internal ARTIVA Functions
priors Set of possible priors for the number of changepoints (CPs) or incoming edges.
pseudoinverse Internal ARTIVA Functions
psmall.svd Internal ARTIVA Functions
PSRF Internal ARTIVA Functions
readDataTS Internal ARTIVA Functions
readInput Internal ARTIVA Functions
rinvgamma Internal ARTIVA Functions
sampleBinit Internal ARTIVA Functions
sampleBxy Internal ARTIVA Functions
sampleDelta2 Internal ARTIVA Functions
sampleK Internal ARTIVA Functions
sampleParms Internal ARTIVA Functions
sampleSig2 Internal ARTIVA Functions
segment.update Internal ARTIVA Functions
segmentModel.postDist Internal ARTIVA Functions
segPos Internal ARTIVA Functions
simulatedProfiles Simulated gene expression profiles dataset.
traceGeneProfiles Function to plot the gene expression profiles
traceNetworks Function to plot the network estimated with functions ARTIVAnet or ARTIVAsubnet
updateSigMulti Internal ARTIVA Functions
yeast Yeast stress response data