Searching for Optimal Clustering Procedure for a Data Set

cluster.Description | Descriptive statistics calculated separately for each cluster... |

cluster.Gen | Random cluster generation with known structure of clusters |

cluster.Sim | Determination of optimal clustering procedure for a data set |

comparing.Partitions | Calculate agreement indices between two partitions |

data_binary | Binary data |

data_interval | Interval data |

data_mixed | Mixed data |

data_nominal | Nominal data |

data.Normalization | Types of variable (column) and object (row) normalization... |

data_ordinal | Ordinal data |

data_patternGDM1 | Metric data with 17 objects and 10 variables (8 stimulant... |

data_patternGDM2 | Ordinal data with 27 objects and 6 variables (3 stimulant... |

data_ratio | Ratio data |

data_symbolic | Symbolic interval data |

data_symbolic_interval_polish_voivodships | The evaluation of Polish voivodships tourism attractiveness... |

dist.BC | Calculates Bray-Curtis distance measure for ratio data |

dist.GDM | Calculates Generalized Distance Measure |

dist.SM | Calculates Sokal-Michener distance measure for nominal... |

dist.Symbolic | Calculates distance between interval-valued symbolic data |

HINoV.Mod | Modification of Carmone, Kara & Maxwell Heuristic... |

HINoV.Symbolic | Modification of Carmone, Kara & Maxwell Heuristic... |

index.DB | Calculates Davies-Bouldin's index |

index.G1 | Calculates Calinski-Harabasz pseudo F-statistic |

index.G2 | Calculates G2 internal cluster quality index |

index.G3 | Calculates G3 internal cluster quality index |

index.GAP | Calculates Tibshirani, Walther and Hastie gap index |

index.H | Calculates Hartigan index |

index.KL | Calculates Krzanowski-Lai index |

index.S | Calculates Rousseeuw's Silhouette internal cluster quality... |

initial.Centers | Calculation of initial clusters centers for k-means like... |

interval_normalization | Types of normalization formulas for interval-valued symbolic... |

ordinalToMetric | Reinforcing measurement scale for ordinal data |

pattern.GDM1 | An application of GDM1 distance for metric data to compute... |

pattern.GDM2 | An application of GDM2 distance for ordinal data to compute... |

plotCategorial | Plot categorial data on a scatterplot matrix |

plotCategorial3d | Plot categorial data with three-dimensional plots |

plotInterval | Plot symbolic interval-valued data on a scatterplot matrix |

replication.Mod | Modification of replication analysis for cluster validation |

shapes.blocks3d | Generation of data set containing two clusters with untypical... |

shapes.circles2 | Generation of data set containing two clusters with untypical... |

shapes.circles3 | Generation of data set containing three clusters with... |

shapes.two.moon | Generation of data set containing two clusters with untypical... |

shapes.worms | Generation of data set containing two clusters with untypical... |

speccl | A spectral clustering algorithm |

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