Spatially Smoothed MRCD Estimator

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Documentation for package ‘ssMRCD’ version 1.1.0

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

Help Pages

align_PC	Align Loadings of Principal Components
biplot.PCAloc	Biplot for PCAloc
contamination_random	Contamination Through Swapping
eval_objective	Objective function value for local sparse PCA
explained_var	Explained Variance summarized over Groups
geo_weights	Inverse Geographic Weight Matrix
groups_gridbased	Creates Grid-Based Neighborhood Structure
local_outliers_ssMRCD	Local Outlier Detection Technique based on ssMRCD
objective_matrix	Calculation of Objective Function
parameter_tuning	Optimal Smoothing Parameter for ssMRCD based on Local Outliers
plot.locOuts	Diagnostic Plots for Local Outlier Detection
plot.PCAloc	Plotting method PCAloc object
plot.ssMRCD	Plot Method for ssMRCD Object
plot_loadings	Plots of loadings of PCAloc object
plot_scores	Plots of score distribution
plot_score_distances	Distance-distance plot of scores of PCA
rescale_weights	Rescale Weight Matrix
residuals.ssMRCD	Extracting Residuals from Local Fit
restructure_as_list	Restructure Data Matrix as List
scale_ssMRCD	Scale Data Locally
scores	Calculate Scores for local sparse PCA
scores.OD	Orthogonal Distances for PCAloc
scores.SD	Score Distances for PCAloc
screeplot.PCAloc	Screeplot for PCAloc
select_smoothing	Optimal Smoothing Parameter for ssMRCD based on Residuals
select_sparsity	Optimal Sparsity Parameter Selection for PCA
sparsePCAloc	Calculate Sparse Principle Components
sparsity_entries	Entry-wise Sparsity in the Loadings
sparsity_group	Group-wise Sparsity in the Loadings
sparsity_mixed	Mixed Sparsity of the Loadings
sparsity_summary	Entry-wise Sparsity in the Loadings per Group
ssMRCD	Spatially Smoothed MRCD Estimator
summary.locOuts	Summary of Local Outlier Detection
summary.PCAloc	Summary method for PCAloc
summary.ssMRCD	Summary Method for ssMRCD Object
time_weights	Band weight matrix for time series groupings
weatherAUT2021	Austrian Weather Data 2021
weatherHoheWarte	Vienna Weather Time Series (1960-2023)