聚类#

有关的例子 sklearn.cluster module.

手写数字数据上的K-Means集群演示

A demo of K-Means clustering on the handwritten digits data

硬币图像上的结构化Ward分层集群演示

A demo of structured Ward hierarchical clustering on an image of coins

均值漂移集群算法的演示

A demo of the mean-shift clustering algorithm

集群绩效评估中的机会调整

Adjustment for chance in clustering performance evaluation

有结构和不有结构的集聚

Agglomerative clustering with and without structure

具有不同指标的聚集性集群

Agglomerative clustering with different metrics

K-Means++初始化的示例

An example of K-Means++ initialization

二分K均值和常规K均值性能比较

Bisecting K-Means and Regular K-Means Performance Comparison

比较BIRCH和MiniBatchKMeans

Compare BIRCH and MiniBatchKMeans

在玩具数据集上比较不同的聚类算法

Comparing different clustering algorithms on toy datasets

在玩具数据集上比较不同的分层链接方法

Comparing different hierarchical linkage methods on toy datasets

K-Means和MiniBatchKMeans集群算法的比较

Comparison of the K-Means and MiniBatchKMeans clustering algorithms

DBSCAN集群算法演示

Demo of DBSCAN clustering algorithm

HDSCAN集群算法演示

Demo of HDBSCAN clustering algorithm

OPTICS分簇算法演示

Demo of OPTICS clustering algorithm

亲和力传播分簇算法演示

Demo of affinity propagation clustering algorithm

k均值假设的证明

Demonstration of k-means assumptions

k均值初始化影响的实证评估

Empirical evaluation of the impact of k-means initialization

特征聚集

Feature agglomeration

特征聚集与单变量选择

Feature agglomeration vs. univariate selection

分层集群:结构化与非结构化病房

Hierarchical clustering: structured vs unstructured ward

归纳集群

Inductive Clustering

在线学习面部部分词典

Online learning of a dictionary of parts of faces

图分层聚集树图

Plot Hierarchical Clustering Dendrogram

按地区划分希腊硬币的图片

Segmenting the picture of greek coins in regions

在KMeans聚类中使用轮廓分析选择聚类数

Selecting the number of clusters with silhouette analysis on KMeans clustering

用于图像分割的光谱集群

Spectral clustering for image segmentation

2D数字嵌入上的各种聚集性聚集

Various Agglomerative Clustering on a 2D embedding of digits

载体量化示例

Vector Quantization Example