Cluster Extension for 'mlr3'


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Documentation for package ‘mlr3cluster’ version 0.5.0

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A L M P T

mlr3cluster-package mlr3cluster: Cluster Extension for 'mlr3'

-- A --

as_prediction_clust Convert to a Cluster Prediction
as_prediction_clust.data.frame Convert to a Cluster Prediction
as_prediction_clust.PredictionClust Convert to a Cluster Prediction
as_task_clust Convert to a Cluster Task
as_task_clust.data.frame Convert to a Cluster Task
as_task_clust.DataBackend Convert to a Cluster Task
as_task_clust.formula Convert to a Cluster Task
as_task_clust.TaskClust Convert to a Cluster Task

-- L --

LearnerClust Cluster Learner
LearnerClustAgnes Agglomerative Nesting Clustering Learner
LearnerClustAP Affinity Propagation Clustering Learner
LearnerClustBICO BICO Clustering Learner
LearnerClustBIRCH BIRCH Clustering Learner
LearnerClustCLARA CLARA Clustering Learner
LearnerClustCMeans Fuzzy C-Means Clustering Learner
LearnerClustCobweb Cobweb Clustering Learner
LearnerClustDBSCAN DBSCAN Clustering Learner
LearnerClustDBSCANfpc DBSCAN Clustering Learner (fpc)
LearnerClustDiana Divisive Analysis Clustering Learner
LearnerClustEM Expectation-Maximization Clustering Learner
LearnerClustFanny Fuzzy Analysis Clustering Learner
LearnerClustFarthestFirst Farthest First Clustering Learner
LearnerClustFeatureless Featureless Clustering Learner
LearnerClustFlexmix Finite Mixture Model Clustering Learner
LearnerClustGenie Genie Hierarchical Clustering Learner
LearnerClustGMeans G-Means Clustering Learner
LearnerClustHclust Hierarchical Clustering Learner
LearnerClustHDBSCAN HDBSCAN Clustering Learner
LearnerClustKCCA K-Centroids Cluster Analysis Learner
LearnerClustKKMeans Kernel K-Means Clustering Learner
LearnerClustKMeans K-Means Clustering Learner
LearnerClustKMeansRcpp K-Means Clustering Learner from ClusterR
LearnerClustKModes K-Modes Clustering Learner
LearnerClustKProto K-Prototypes Clustering Learner
LearnerClustMclust Gaussian Mixture Model Clustering Learner
LearnerClustMeanShift Mean Shift Clustering Learner
LearnerClustMiniBatchKMeans Mini Batch K-Means Clustering Learner
LearnerClustMovMF von Mises-Fisher Mixture Clustering Learner
LearnerClustOPTICS OPTICS Clustering Learner
LearnerClustPAM Partitioning Around Medoids Clustering Learner
LearnerClustProtoclust Prototype Hierarchical Clustering Learner
LearnerClustSimpleKMeans K-Means Clustering Learner (Weka)
LearnerClustSKMeans Spherical K-Means Clustering Learner
LearnerClustSOM Self-Organizing Maps Clustering Learner
LearnerClustSpectral Spectral Clustering Learner
LearnerClustSTDBSCAN ST-DBSCAN Clustering Learner
LearnerClustTclust Robust Trimmed Clustering Learner
LearnerClustXMeans X-Means Clustering Learner

-- M --

MeasureClust Cluster Measure
mlr3cluster mlr3cluster: Cluster Extension for 'mlr3'
mlr_learners_clust.agnes Agglomerative Nesting Clustering Learner
mlr_learners_clust.ap Affinity Propagation Clustering Learner
mlr_learners_clust.bico BICO Clustering Learner
mlr_learners_clust.birch BIRCH Clustering Learner
mlr_learners_clust.clara CLARA Clustering Learner
mlr_learners_clust.cmeans Fuzzy C-Means Clustering Learner
mlr_learners_clust.cobweb Cobweb Clustering Learner
mlr_learners_clust.dbscan DBSCAN Clustering Learner
mlr_learners_clust.dbscan_fpc DBSCAN Clustering Learner (fpc)
mlr_learners_clust.diana Divisive Analysis Clustering Learner
mlr_learners_clust.em Expectation-Maximization Clustering Learner
mlr_learners_clust.fanny Fuzzy Analysis Clustering Learner
mlr_learners_clust.featureless Featureless Clustering Learner
mlr_learners_clust.ff Farthest First Clustering Learner
mlr_learners_clust.flexmix Finite Mixture Model Clustering Learner
mlr_learners_clust.genie Genie Hierarchical Clustering Learner
mlr_learners_clust.gmeans G-Means Clustering Learner
mlr_learners_clust.hclust Hierarchical Clustering Learner
mlr_learners_clust.hdbscan HDBSCAN Clustering Learner
mlr_learners_clust.kcca K-Centroids Cluster Analysis Learner
mlr_learners_clust.kkmeans Kernel K-Means Clustering Learner
mlr_learners_clust.kmeans K-Means Clustering Learner
mlr_learners_clust.kmeans_rcpp K-Means Clustering Learner from ClusterR
mlr_learners_clust.kmodes K-Modes Clustering Learner
mlr_learners_clust.kproto K-Prototypes Clustering Learner
mlr_learners_clust.MBatchKMeans Mini Batch K-Means Clustering Learner
mlr_learners_clust.mclust Gaussian Mixture Model Clustering Learner
mlr_learners_clust.meanshift Mean Shift Clustering Learner
mlr_learners_clust.movMF von Mises-Fisher Mixture Clustering Learner
mlr_learners_clust.optics OPTICS Clustering Learner
mlr_learners_clust.pam Partitioning Around Medoids Clustering Learner
mlr_learners_clust.protoclust Prototype Hierarchical Clustering Learner
mlr_learners_clust.SimpleKMeans K-Means Clustering Learner (Weka)
mlr_learners_clust.skmeans Spherical K-Means Clustering Learner
mlr_learners_clust.som Self-Organizing Maps Clustering Learner
mlr_learners_clust.specc Spectral Clustering Learner
mlr_learners_clust.stdbscan ST-DBSCAN Clustering Learner
mlr_learners_clust.tclust Robust Trimmed Clustering Learner
mlr_learners_clust.xmeans X-Means Clustering Learner
mlr_measures_clust.avg_between Average Between-Cluster Distance
mlr_measures_clust.avg_within Average Within-Cluster Distance
mlr_measures_clust.ch Calinski Harabasz Pseudo F-Statistic
mlr_measures_clust.davies_bouldin Davies-Bouldin Index
mlr_measures_clust.dunn Dunn Index
mlr_measures_clust.dunn2 Dunn2 Index
mlr_measures_clust.entropy Entropy
mlr_measures_clust.pearsongamma Pearson Gamma
mlr_measures_clust.silhouette Rousseeuw's Silhouette Quality Index
mlr_measures_clust.sse_ratio Within/Total Sum of Squares Ratio
mlr_measures_clust.wb_ratio Within/Between Ratio
mlr_measures_clust.wss Within Sum of Squares
mlr_tasks_ruspini Ruspini Cluster Task
mlr_tasks_usarrests US Arrests Cluster Task

-- P --

PredictionClust Prediction Object for Cluster Analysis

-- T --

TaskClust Cluster Task