a new model selection principle for data after PCA transform, PMDL, is proposed, and the class number is determined by selection of optimal component number of mixture according to the principle.

• 提出了针对PCA降维数据的模型选择准则PMDL,自适应地选择出了混合模型的最优成分数,从而确定了类别数。