Differentially Private Principal Component Analysis and Visualization

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Documentation for package ‘dppca’ version 1.0.0

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

clipped_control	Control options for clipped scree estimation
dppca_app	Launch the dppca Shiny app
dp_loading	Estimate differentially private PC directions
dp_pca	Estimate shared PCA quantities once
dp_score	Differentially private score histograms
dp_scree	Differentially private scree values
gau	Five Gaussian Cluster Dataset
gau_g	Five Gaussian Cluster Dataset with Group Labels
huber_control	Control options for Huber scree estimation
loading_plot_control	Control loading plot appearance
plot.dp_loading	Plot stored private PC directions
plot.dp_loading_plot	Plot stored private PC directions
plot.dp_pca	Plot an integrated PCA fit
plot.dp_score	Plot a stored private score histogram
plot.dp_score_group	Plot stored group-wise private score histograms
plot.dp_score_plot	Plot a stored private score histogram
plot.dp_score_plot_group	Plot stored group-wise private score histograms
plot.dp_scree	Plot stored private scree estimates
pmwm_control	Control options for private modified winsorized scree estimation
print.dp_loading	Estimate differentially private PC directions
print.dp_loading_plot	Plot stored private PC directions
print.dp_pca	Estimate shared PCA quantities once
print.dp_score	Differentially private score histograms
print.dp_score_group	Differentially private score histograms
print.dp_score_plot	Plot a stored private score histogram
print.dp_score_plot_group	Plot stored group-wise private score histograms
print.dp_scree	Differentially private scree values
print.summary.dp_loading	Estimate differentially private PC directions
print.summary.dp_pca	Estimate shared PCA quantities once
print.summary.dp_score	Differentially private score histograms
print.summary.dp_scree	Differentially private scree values
privacy_control	Allocate privacy budgets for shared PCA estimation
sampling_control	Control options for synthetic score sampling
score_plot_control	Control options for score plots
scree_plot_control	Control options for scree and PVE plots
summary.dp_loading	Estimate differentially private PC directions
summary.dp_loading_plot	Plot stored private PC directions
summary.dp_pca	Estimate shared PCA quantities once
summary.dp_score	Differentially private score histograms
summary.dp_score_group	Differentially private score histograms
summary.dp_score_plot	Plot a stored private score histogram
summary.dp_score_plot_group	Plot stored group-wise private score histograms
summary.dp_scree	Differentially private scree values
vowel	Vowel Recognition Dataset