A Common API to Clustering


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Documentation for package ‘tidyclust’ version 0.2.3

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augment.cluster_fit Augment data with predictions
cluster_fit Model Fit Object Information
cluster_metric_set Combine metric functions
cluster_spec Model Specification Information
control_cluster Control the fit function
cut_height Cut Height
extract-tidyclust Extract elements of a tidyclust model object
extract_centroids Extract clusters from model
extract_cluster_assignment Extract cluster assignments from model
extract_fit_engine.cluster_fit Extract elements of a tidyclust model object
extract_fit_summary S3 method to get fitted model summary info depending on engine
extract_parameter_set_dials.cluster_spec Extract elements of a tidyclust model object
finalize_model_tidyclust Splice final parameters into objects
finalize_workflow_tidyclust Splice final parameters into objects
fit.cluster_spec Fit a Model Specification to a Data Set
fit_xy.cluster_spec Fit a Model Specification to a Data Set
get_centroid_dists Computes distance from observations to centroids
glance.cluster_fit Construct a single row summary "glance" of a model, fit, or other object
hier_clust Hierarchical (Agglomerative) Clustering
k_means K-Means
linkage_method The agglomeration Linkage method
min_grid.cluster_spec Determine the minimum set of model fits
new_cluster_metric Construct a new clustering metric function
predict.cluster_fit Model predictions
predict_raw.cluster_fit Model predictions
prep_data_dist Prepares data and distance matrices for metric calculation
reconcile_clusterings_mapping Relabels clusters to match another cluster assignment
set_args.cluster_spec Change arguments of a cluster specification
set_engine.cluster_spec Change engine of a cluster specification
set_mode.cluster_spec Change mode of a cluster specification
silhouette Measures silhouette between clusters
silhouette_avg Measures average silhouette across all observations
silhouette_avg.cluster_fit Measures average silhouette across all observations
silhouette_avg.cluster_spec Measures average silhouette across all observations
silhouette_avg.workflow Measures average silhouette across all observations
silhouette_avg_vec Measures average silhouette across all observations
sse_ratio Compute the ratio of the WSS to the total SSE
sse_ratio.cluster_fit Compute the ratio of the WSS to the total SSE
sse_ratio.cluster_spec Compute the ratio of the WSS to the total SSE
sse_ratio.workflow Compute the ratio of the WSS to the total SSE
sse_ratio_vec Compute the ratio of the WSS to the total SSE
sse_total Compute the total sum of squares
sse_total.cluster_fit Compute the total sum of squares
sse_total.cluster_spec Compute the total sum of squares
sse_total.workflow Compute the total sum of squares
sse_total_vec Compute the total sum of squares
sse_within Calculates Sum of Squared Error in each cluster
sse_within_total Compute the sum of within-cluster SSE
sse_within_total.cluster_fit Compute the sum of within-cluster SSE
sse_within_total.cluster_spec Compute the sum of within-cluster SSE
sse_within_total.workflow Compute the sum of within-cluster SSE
sse_within_total_vec Compute the sum of within-cluster SSE
tidy.cluster_fit Turn a tidyclust model object into a tidy tibble
tidyclust_update Update a cluster specification
translate_tidyclust Resolve a Model Specification for a Computational Engine
translate_tidyclust.default Resolve a Model Specification for a Computational Engine
tune_cluster Model tuning via grid search
tune_cluster.cluster_spec Model tuning via grid search
tune_cluster.workflow Model tuning via grid search
update.hier_clust Update a cluster specification
update.k_means Update a cluster specification
values_linkage_method The agglomeration Linkage method