本文针对几种有代表性的流形学习算法进行了深入的研究，主要探讨了流形学习的框架理论相关研究及其在模式识别中的应用。 -In this paper, a representative of several manifold learning algorithms in-depth study, which focused on the theoretical framework of manifold learning research and its application in pattern recognition.