Spatially Smoothed MRCD Estimator


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Documentation for package ‘ssMRCD’ version 1.1.0

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)