Distributed Online Goodness-of-Fit Tests for Distributed Datasets

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Documentation for package ‘Dogoftest’ version 0.4.2

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AD2gof Two-Sample Anderson-Darling Permutation Test
ADgof Anderson-Darling Test for Normality
BSdata Data set
CVM2gof Two-Sample Cramér-von Mises Permutation Test
CVMgof One-Sample Cramér–von Mises Test for Normality
DAD DAD This function implements a resampling-based AD goodness-of-fit test. It draws K bootstrap subsamples, performs AD goodness-of-fit test on each subsample, returns the average AD statistic and the minimum p-value across all K subsamples.
DAD2 Distributed Two-Sample Anderson-Darling Test via Fisher Combination
DCVM DCVM This function implements a resampling-based CVM goodness-of-fit test. It draws K bootstrap subsamples, performs CVM goodness-of-fit test on each subsample, returns the average CVM statistic and the minimum p-value across all K subsamples.
DCVM2 Distributed Two-Sample Cramér-von Mises Test via Fisher Combination
DKS DKS This function implements a resampling-based KS test. It draws K bootstrap subsamples, performs KS goodness-of-fit test on each subsample, returns the average KS statistic and the minimum p-value across all K subsamples.
DKS2 Distributed Two-Sample KS Test via Fisher Combination
DPECVM DPECVM Performs the divided PECVM goodness-of-fit test. The original sample is split into K bootstrap subsamples, PECVM test is applied on each subsample. The final test statistic is the average of subsample statistics, and the p-value is taken as the minimum of subsample p-values.
DPECVM2 Distributed Power-Enhanced Two-Sample Cramer-von Mises Test
goats Zoometric measurements of goats
KS2gof Two-Sample Kolmogorov-Smirnov Test with Bootstrap/Permutation
KSgof One-sample Kolmogorov-Smirnov goodness-of-fit test
Kuiper2gof Two-Sample Kuiper Test with Bootstrap
PE2AD Power-Enhanced Two-Sample Anderson-Darling Test (PE2AD)
PE2CVM Power-Enhanced Two-Sample Cramer-von Mises Test (PE2CVM)
PE2KS Power-Enhanced Two-Sample Kolmogorov–Smirnov Test (PE2KS)
PECVM Power-Enhanced Cramer-von Mises Goodness-of-Fit Test
PEKS Power-Enhanced Kolmogorov–Smirnov Goodness-of-Fit Test
qCvMgof Calculate the Quantile of the Cramer-von Mises Goodness-of-Fit Statistic
run_custom_tests Run four goodness-of-fit tests for normality
run_FDP_sim Compute False Discovery Proportion (FDP) via Monte Carlo simulation for DKS, DCVM, DAD and DPECVM tests.
simpleCvMgof Perform a Simple Cramer-von Mises Goodness-of-Fit Test
Snow Snow Dataset
snow Snow Dataset
strength Compressive strength of maize seeds
Wgof Watson goodness-of-fit test Performs the Watson test for goodness-of-fit to a specified distribution.
WhiteWine White Wine Quality Data