GeomHexgrid             GeomHexgrid: A Custom ggplot2 Geom for
                        Hexagonal Grid
GeomTrimesh             GeomTrimesh: A Custom ggplot2 Geom for
                        Triangular Meshes
assign_data             Assign data to hexagons
augment                 S3 generic for augment
augment.highd_vis_model
                        Augment Data with Predictions and Error Metrics
                        for NLDR Models
avg_highd_data          Create a tibble with averaged high-dimensional
                        data
calc_2d_dist            Calculate 2-D Euclidean distances between
                        vertices
calc_bins_y             Calculate the effective number of bins along
                        x-axis and y-axis
comb_all_data_model     Create a tibble with averaged high-dimensional
                        data and high-dimensional data, non-linear
                        dimension reduction data
comb_all_data_model_error
                        Create a tibble with averaged high-dimensional
                        data and high-dimensional data, non-linear
                        dimension reduction data, model error data
comb_data_model         Create a tibble with averaged high-dimensional
                        data and high-dimensional data
compute_mean_density_hex
                        Compute mean density of hexagonal bins
compute_std_counts      Compute standardise counts in hexagons
find_low_dens_hex       Find low-density Hexagons
find_non_empty_bins     Find the number of bins required to achieve
                        required number of non-empty bins.
fit_highd_model         Construct the 2-D model and lift into
                        high-dimensions
gen_axes                Generate Axes for Projection
gen_centroids           Generate centroid coordinate
gen_design              Generate a design to layout 2-D representations
gen_diffbin1_errors     Generate erros and MSE for different bin widths
gen_edges               Generate edge information
gen_hex_coord           Generate hexagonal polygon coordinates
gen_scaled_data         Scaling the NLDR data
geom_hexgrid            Create a hexgrid plot
geom_trimesh            Create a trimesh plot
get_projection          Compute Projection for High-Dimensional Data
glance                  S3 generic for glance
glance.highd_vis_model
                        Generate evaluation metrics for a hex_model
                        object
group_hex_pts           Grouped points in each hexagon
hex_binning             Hexagonal binning
merge_hexbin_centroids
                        Extract hexagonal bin centroids coordinates and
                        the corresponding standardise counts.
merge_hexbin_mean       Extract hexagonal bin mean coordinates and the
                        corresponding standardize counts.
plot_proj               Plot Projected Data with Axes and Circles
plot_rmse_layouts       Arrange RMSE plot and 2-D layouts
predict_emb             Predict 2-D embeddings
quad                    Solve Quadratic Equation for Positive Real
                        Roots
scurve                  S-curve dataset with noise dimensions
scurve_model_obj        Object for S-curve dataset
scurve_plts             List of plots
scurve_umap             UMAP embedding for 'scurve' with n_neighbors =
                        15 and min_dist = 0.1
scurve_umap2            UMAP embedding for 'scurve' with n_neighbors =
                        10 and min_dist = 0.4
scurve_umap3            UMAP embedding for 'scurve' with n_neighbors =
                        62 and min_dist = 0.1
scurve_umap4            UMAP embedding for 'scurve' with n_neighbors =
                        30 and min_dist = 0.5
scurve_umap_predict     Predicted UMAP embedding for 'scurve' data
scurve_umap_rmse        Summary with different number of bins for
                        'scurve_umap'
scurve_umap_rmse2       Summary with different number of bins for
                        'scurve_umap2'
scurve_umap_rmse3       Summary with different number of bins for
                        'scurve_umap3'
scurve_umap_rmse4       Summary with different number of bins for
                        'scurve_umap4'
show_error_link_plots   Visualise the model overlaid on
                        high-dimensional data along with 2-D wireframe
                        model and error.
show_langevitour        Visualise the model overlaid on
                        high-dimensional data
show_link_plots         Visualise the model overlaid on
                        high-dimensional data along with 2-D wireframe
                        model.
stat_hexgrid            stat_hexgrid Custom Stat for hexagonal grid
                        plot
stat_trimesh            stat_trimesh Custom Stat for trimesh plot
tri_bin_centroids       Triangulate bin centroids
update_trimesh_index    Update from and to values in trimesh data
