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: