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聚类方法汇总

常见的聚类方法分类列表及其实践。

传统聚类方法比较:传送门~

  • K-means
  • AP(Affinity Propagation)
  • Mean Shift
  • Spectral Clustering
  • Hierarchical Clustering
  • Birch
  • DBSCAN (Density-Based Spatial Clustering of Applications with Noise)
  • OPTICS (Ordering Points To Identify Clustering Structure)
  • GMM (Gaussian Mixture Models)

Scikit-learn 中不同算法在数据集中对比效果:传送门~

扩展方法:

  • FINCH (First Integer Neighbor Clustering Hierarchy)