| 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) |