Multivariate Outlier Detection and Imputation for Incomplete Survey Data


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Documentation for package ‘modi’ version 0.1.2

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BEM BACON-EEM Algorithm for multivariate outlier detection in incomplete multivariate survey data
bushfire Bushfire scars.
bushfire.weights Weights for Bushfire scars.
bushfirem Bushfire scars with missing data.
EAdet Epidemic Algorithm for detection of multivariate outliers in incomplete survey data
EAimp Epidemic Algorithm for imputation of multivariate outliers in incomplete survey data.
ER Robust EM-algorithm ER
GIMCD Gaussian imputation followed by MCD
lival Living Standards Measurement Survey Albania 2012
MDmiss Mahalanobis distance (MD) for data with missing values
modi modi: Multivariate outlier detection for incomplete survey data.
plotIT Plot of infection times of the EA algorithm
PlotMD QQ-Plot of Mahalanobis distances
POEM Nearest Neighbour Imputation with Mahalanobis distance
sepe Sample Environment Protection Expenditure Survey.
TRC Transformed rank correlations for multivariate outlier detection
weighted.quantile Quantiles of a weighted cdf
weighted.var Weighted univariate variance coping with missing values
Winsimp Winsorization followed by imputation