Microsoft.VisualBasic.DataMining.HierarchicalClustering 1.0.9762.11310.

Namespaces 4 Types 23 Members 180

01 Namespaces

Microsoft.VisualBasic.DataMining.HierarchicalClustering

Hierarchical clustering: the clustering tree (dendrogram) model and the shared hierarchical clustering utilities.

Type	Summary	Members
AverageLinkageStrategy	Implements the average-linkage (unweighted pair-group method using arithmetic averages, UPGMA) clustering strategy.	2
Cluster	Represents a node (cluster) in the hierarchical clustering tree (dendrogram).	23
CompleteLinkageStrategy	Implements the complete-linkage (farthest neighbor) clustering strategy.	2
DefaultClusteringAlgorithm	Default implementation of the ClusteringAlgorithm interface that provides hierarchical agglomerative clustering functionality.	10
DoCluster		1
HierarchicalClusteringTableExtensions	层次聚类算法（Hierarchical Clustering）的统一二维表入口。数据流：特征表 →（distanceMatrix）→ 距离矩阵表 →（hca / hcut）→ 聚类树 / 带 cluster 标签的表	16
LinkageStrategy	Defines a strategy for calculating the distance between clusters in hierarchical clustering.	2
PDistClusteringAlgorithm		1
PrintHelper		1
SingleLinkageStrategy	Implements the single-linkage (nearest neighbor) clustering strategy.	2
WeightedLinkageStrategy	Implements the weighted-linkage clustering strategy.	2

The BIRCH (balanced iterative reducing and clustering using hierarchies) algorithm.

Type	Summary	Members
BirchOptions	BIRCH 预聚类（CF-tree）参数。 BIRCH（Balanced Iterative Reducing and Clustering using Hierarchies）先用 CF-tree 把 n 个样本压缩成 m 个子簇（m << n），再对子簇质心执行（优化后的）凝聚层次聚类。这样可以完全避免构造 n×n 距离矩阵，是面向…	8
BirchPreclustering	BIRCH 预聚类的结果：m 个子簇的名称、质心，以及「子簇 -> 成员样本行索引」的映射。	10
CFEntry	@author Roberto Perdisci (roberto.perdisci@gmail.com)	4
CFEntryPair	@author Roberto Perdisci (roberto.perdisci@gmail.com)	4
CFNode	@author Roberto Perdisci (roberto.perdisci@gmail.com) @version 0.1	19
CFTree	This is an implementation of the BIRCH clustering algorithm described in: T.	43

Hierarchical cluster tree building.

Type	Summary	Members
Distance	distance value union the corresponding weight value(default weight is 1.0).	6
DistanceMap	Container for linkages with the minimal methods needed in the package Created by Alexandre Masselot on 7/18/14.	13
HierarchyBuilder		7
HierarchyTreeNode		2
LinkHashCode		2

Type	Summary	Members
LinkKeyComparer	链接键（LinkHashCode.hashCodePair())）的字典比较器。链接键由两个簇 ID 位拼接而成（(min << 32) \| max）。由于簇 ID 的取值较小，拼接结果的高/低 32 位都集中在很窄的数值范围内；若直接使用 UInt64.GetHashCode() （其实现为高 32 位与低 32 位异或），得到的哈希…	0