Multi-Reader, Multi-Case Analysis Methods (ROC, Agreement, and Other Metrics)


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Documentation for package ‘iMRMC’ version 2.0.0

Help Pages

convertDFtoDesignMatrix Convert an MRMC data frame to a design matrix
convertDFtoScoreMatrix Convert an MRMC data frame to a score matrix
createGroups Assign a group label to items in a vector
createIMRMCdf Convert a data frame with all needed factors to doIMRMC formatted data frame
deleteCol Delete a data frame column
dfMRMC_example Example of iMRMC formatted data frame
doAUCmrmc MRMC analysis for arbitrary design dataset
doIMRMC MRMC analysis for arbitrary design dataset
doIMRMC_java MRMC analysis of the area under the ROC curve
doROCavg Empirically average over multiple empirical ROC curves
doROCcurveMRMC Create a standard set of ROC curves from an MRMC data frame
doROCxy Create empirical ROC curve
doROCxyMRMC Create empirical ROC curve from an MRMC formatted data frame
extractPairedComparisonsBRBM Extract between-reader between-modality pairs of scores
extractPairedComparisonsWRBM Extract within-reader between-modality pairs of scores
getBRBM Get between-reader, between-modality paired data from an MRMC data frame
getMRMCdataset Import MRMC dataset from the web (https://github.com/DIDSR/iMRMC/wiki/iMRMC-Datasets)
getMRMCscore Get a score from an MRMC data frame
getWRBM Get within-reader, between-modality paired data from an MRMC data frame
init.lecuyerRNG Initialize the l'Ecuyer random number generator
laBRBM MRMC analysis of between-reader between-modality limits of agreement
laWRBM MRMC analysis of within-reader between-modality limits of agreement
renameCol Rename a data frame column name or a list object name
roc2binary Convert ROC data formatted for doIMRMC to TPF and FPF data formatted for doIMRMC
roeMetzConfigs roeMetzConfigs
sim.gRoeMetz Simulate an MRMC data set of an ROC experiment comparing two modalities
sim.gRoeMetz.config Create a configuration object for the sim.gRoeMetz program
simMRMC Simulate an MRMC data set
simRoeMetz.example Simulates a sample MRMC ROC experiment
successDFtoROCdf Convert an MRMC data frame of successes to one formatted for doIMRMC
undoIMRMCdf Convert a doIMRMC formatted data frame to a standard data frame with all factors.
uStat11 Analysis of U-statistics degree 1,1
uStat11.conditionalD Analysis of U-statistics degree 1,1
uStat11.diff Create the kernel and design matrices for uStat11
uStat11.identity Create the kernel and design matrices for uStat11
uStat11.jointD Analysis of U-statistics degree 1,1