All functions

add_metadata()

Add metadata to ClustAssess ShinyApp

assess_clustering_stability()

Assessment of Stability for Graph Clustering

assess_feature_stability()

Assess the stability for configurations of feature types and sizes

assess_nn_stability()

Assess the stability for Graph Building Parameters

automatic_stability_assessment()

Assessment of Stability for Graph Clustering

calculate_markers()

Calculate markers

calculate_markers_shiny()

Calculate markers - Shiny

consensus_cluster()

Consensus Clustering and Proportion of Ambiguously Clustered Pairs

create_monocle_object()

Create monocle object based on expression matrix

element_agreement()

Element-Wise Average Agreement Between a Set of Clusterings

element_consistency()

Element-Wise Consistency Between a Set of Clusterings

element_sim()

The Element-Centric Clustering Similarity

element_sim_elscore()

The Element-Centric Clustering Similarity for each Element

element_sim_matrix()

Pairwise Comparison of Clusterings

getNNmatrix()

Computes the NN adjacency matrix given the neighbours

get_highest_prune_param()

Calculate the highest pruning parameter for the SNN graph given NN matrix

get_highest_prune_param_embedding()

Calculate the highest pruning parameter for the SNN graph given Embedding

get_nn_conn_comps()

Relationship Between Nearest Neighbours and Connected Components

marker_overlap()

Cell-Wise Marker Gene Overlap

merge_partitions()

Merge Partitions

merge_resolutions()

Merge Partitions from different Resolutions

pac_convergence()

PAC Convergence Plot

pac_landscape()

PAC Landscape Plot

plot_clustering_difference_facet()

Clustering Method Stability Facet Plot

plot_clustering_overall_stability()

Clustering Method Overall Stability Boxplot

plot_clustering_per_value_stability()

Clustering Method per value Stability Boxplot

plot_connected_comps_evolution()

Relationship Between Number of Nearest Neighbours and Graph Connectivity

plot_feature_overall_stability_boxplot()

Overall Feature Stability Boxplot

plot_feature_overall_stability_incremental()

Overall Feature Stability Incremental Boxplot

plot_feature_per_resolution_stability_boxplot()

Per resolution Feature Stability Boxplot

plot_feature_per_resolution_stability_incremental()

Per resolution - Feature Stability Incremental Boxplot

plot_feature_stability_ecs_facet()

Feature Stability - EC Consistency Facet Plot

plot_feature_stability_mb_facet()

Feature Stability - Cluster Membership Facet Plot

plot_k_n_partitions()

Relationship Between the Number of Clusters and the Number of Unique Partitions

plot_k_resolution_corresp()

Correspondence Between Resolution and the Number of Clusters

plot_n_neigh_ecs()

Graph construction parameters - ECC facet

plot_n_neigh_k_correspondence()

Relationship Between Number of Nearest Neighbours and Number of Clusters

server_comparisons()

Server - Comparison module

server_dimensionality_reduction()

Server - Dimensionality reduction module

server_graph_clustering()

Server - Graph clustering module

server_graph_construction()

Server - Graph construction module

server_landing_page()

Server - Landing page module

server_sandbox()

Server - Sandbox module

ui_comparisons()

UI - Comparison module

ui_dimensionality_reduction()

UI - Dimensionality reduction module

ui_graph_clustering()

UI - Graph clustering module

ui_graph_construction()

UI - Graph construction module

ui_landing_page()

UI - Landing page module

ui_sandbox()

UI - Sandbox module

weighted_element_consistency()

Weighted Element-Centric Consistency

write_objects()

Write the objects for the ClustAssess ShinyApp

write_shiny_app()

Create the ClustAssess ShinyApp