Package: flexclust 1.4-2
Bettina Grün
flexclust: Flexible Cluster Algorithms
The main function kcca implements a general framework for k-centroids cluster analysis supporting arbitrary distance measures and centroid computation. Further cluster methods include hard competitive learning, neural gas, and QT clustering. There are numerous visualization methods for cluster results (neighborhood graphs, convex cluster hulls, barcharts of centroids, ...), and bootstrap methods for the analysis of cluster stability.
Authors:
flexclust_1.4-2.tar.gz
flexclust_1.4-2.tar.gz(r-4.5-noble)flexclust_1.4-2.tar.gz(r-4.4-noble)
flexclust_1.4-2.tgz(r-4.4-emscripten)flexclust_1.4-2.tgz(r-4.3-emscripten)
flexclust.pdf |flexclust.html✨
flexclust/json (API)
NEWS
| # Install 'flexclust' in R: |
| install.packages('flexclust', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
- Nclus - Artificial Example with 4 Gaussians
- achieve - Achievement Test Scores for New Haven Schools
- auto - Automobile Customer Survey Data
- birth - Birth and Death Rates
- btw2002 - German Parliament Election Data
- btw2005 - German Parliament Election Data
- btw2009 - German Parliament Election Data
- dentitio - Dentition of Mammals
- milk - Milk of Mammals
- nutrient - Nutrients in Meat, Fish and Fowl
- vacmot - Vacation Motives of Australians
- vacmot6 - Vacation Motives of Australians
- vacmotdesc - Vacation Motives of Australians
- volunteers - Motivation of Australian Volunteers
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 7 months agofrom:df9164f896. Checks:OK: 2. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 25 2024 |
| R-4.5-linux-x86_64 | OK | Oct 25 2024 |
Exports:as.kccabarchartbarplotbclustbootFlexclustboxplotbundestagbwplotcclustcentAnglecentMeancentMediancentOptimcentOptim01clustersclusterSimcoercecomPartCutreedensityplotdist2distAngledistCanberradistCordistEuclideandistJaccarddistManhattandistMaxdistMinkowskiflxColorsflxPalettegetModelgroupBWplothistogramimageinfokccakcca2dfkccaFamilypairspanelShadowBPpanelShadowSkeletonpanelShadowStripespanelShadowViolinparametersplaceLabelsplotpredictpriceFeatureprojAxespropBarchartqtclustrandIndexrandomTourrandomTourMatrixrelabelshadowshadowStarsshowSilhouetteslsaplotslswFlexcluststepccluststepFlexcluststripessummary
Dependencies:classlatticeMASSmodeltools
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Achievement Test Scores for New Haven Schools | achieve |
| Automobile Customer Survey Data | auto |
| Barplot/chart Methods in Package `flexclust' | barchart,bclust-method barchart,hclust-method barchart,kcca-method barchart,kccasimple-method barplot,kcca-method barplot,kccasimple-method |
| Bagged Clustering | bclust clusters,bclust,missing-method parameters,bclust-method plot,bclust,missing-method |
| Birth and Death Rates | birth |
| Bootstrap Flexclust Algorithms | bootFlexclust bootFlexclust-class boxplot,bootFlexclust-method densityplot,bootFlexclust-method plot,bootFlexclust,missing-method show,bootFlexclust-method summary,bootFlexclust-method |
| German Parliament Election Data | btw2002 btw2005 btw2009 bundestag |
| Box-Whisker Plot Methods in Package `flexclust' | bwplot,bclust-method bwplot,kcca-method bwplot,kccasimple-method |
| Convex Clustering | cclust |
| Cluster Similarity Matrix | clusterSim clusterSim,kcca-method clusterSim,kccasimple-method |
| Conversion Between S3 Partition Objects and KCCA | as.kcca as.kcca.hclust as.kcca.kmeans as.kcca.partition as.kcca.skmeans coerce,kccasimple,kmeans-method Cutree |
| Dentition of Mammals | dentitio |
| Compute Pairwise Distances Between Two Data sets | dist2 |
| Distance and Centroid Computation | centAngle centMean centMedian centOptim centOptim01 distances distAngle distCanberra distCor distEuclidean distJaccard distManhattan distMax distMinkowski |
| Classes "flexclustControl" and "cclustControl" | cclustControl cclustControl-class coerce,list,cclustControl-method coerce,list,flexclustControl-method coerce,NULL,cclustControl-method coerce,NULL,flexclustControl-method flexclustControl flexclustControl-class |
| Flexclust Color Palettes | flxColors flxPalette |
| Methods for Function histogram in Package `flexclust' | histogram,kccasimple,data.frame-method histogram,kccasimple,matrix-method histogram,kccasimple,missing-method |
| Methods for Function image in Package `flexclust' | image,kcca-method image,kccasimple-method |
| Get Information on Fitted Flexclust Objects | info,flexclust,character-method |
| K-Centroids Cluster Analysis | flexclust-class kcca kcca-class kccaFamily kccaFamily-class kccasimple-class show,kccasimple-method summary,kccasimple-method |
| Convert Cluster Result to Data Frame | kcca2df |
| Milk of Mammals | milk |
| Artificial Example with 4 Gaussians | Nclus |
| Nutrients in Meat, Fish and Fowl | nutrient |
| Methods for Function pairs in Package `flexclust' | pairs,kcca-method pairs,kccasimple-method |
| Get Centroids from KCCA Object | parameters parameters,kccasimple-method |
| Methods for Function plot in Package `flexclust' | plot,kcca,missing-method plot,kccasimple,missing-method |
| Predict Cluster Membership | clusters,flexclust,ANY-method clusters,flexclust,missing-method predict,kccasimple-method |
| Artificial 2d Market Segment Data | plot.priceFeature priceFeature |
| Add Arrows for Projected Axes to a Plot | placeLabels placeLabels,projAxes-method plot,projAxes,missing-method projAxes projAxes-class |
| Barcharts and Boxplots for Columns of a Data Matrix Split by Groups | groupBWplot propBarchart propBarchart-class show,propBarchart-method summary,propBarchart-method |
| Stochastic QT Clustering | qtclust |
| Compare Partitions | comPart comPart,flexclust,flexclust-method comPart,flexclust,numeric-method comPart,numeric,flexclust-method comPart,numeric,numeric-method randIndex randIndex,ANY,ANY-method randIndex,table,missing-method |
| Plot a Random Tour | randomTour randomTour,ANY-method randomTour,flexclust-method randomTour,matrix-method randomTourMatrix |
| Relabel Cluster Results. | relabel relabel,kccasimple,character-method relabel,kccasimple,integer-method relabel,kccasimple,missing-method relabel,stepFlexclust,character-method relabel,stepFlexclust,integer-method relabel,stepFlexclust,missing-method |
| Cluster Shadows and Silhouettes | plot,shadow,ANY-method plot,Silhouette,ANY-method shadow shadow,kccasimple-method show,shadow-method show,Silhouette-method Silhouette Silhouette,kcca-method |
| Shadow Stars | panelShadowBP panelShadowSkeleton panelShadowStripes panelShadowViolin shadowStars |
| Segment Level Stability Across Solutions Plot. | slsaplot |
| Segment Level Stability Within Solution. | boxplot,resampleFlexclust-method densityplot,resampleFlexclust-method plot,resampleFlexclust,missing-method show,resampleFlexclust-method slswFlexclust summary,resampleFlexclust-method |
| Run Flexclust Algorithms Repeatedly | getModel getModel,stepFlexclust-method plot,stepFlexclust,missing-method show,stepFlexclust-method stepcclust stepFlexclust stepFlexclust-class [[,stepFlexclust,ANY,missing-method |
| Stripes Plot | stripes |
| Vacation Motives of Australians | vacmot vacmot6 vacmotdesc |
| Motivation of Australian Volunteers | volunteers |