Turtle shell clustering: A mixture approach to discriminative clustering with applications to flow cytometry and other data
龟壳聚类：面向判别式聚类的混合方法及其在流式细胞术等数据中的应用
Generative approaches to clustering provide information on geometric properties of clusters, whereas discriminative approaches provide boundaries between clusters. Ideas from both approaches are incorporated to present a fully unsupervised, probabilistic, and discriminative clustering method via a regularized mutual information objective function, wherein a mixture of mixtures of Gaussian and uniform distributions is used for formulation of the conditional model. Overfitting…