… the dimensionality reduction and visualization results of multi-manifold. The smaller \(\alpha\)
is… of UMD-Isomap, such as image recognition, scene classification and speech recognition. …

… classification, named Multi-manifold Discriminant Local Spline Embedding (MDLSE). It
consists of two parts: multiple intra-manifold local spline embedding and discriminant … visualize …

… In this paper, we propose a novel Generalized Clustering and Multi-manifold Learning (…
Multi-manifold discriminant isomap for visualization and classification. Pattern Recognition, …

… phenomena when traditional methods are introduced for classification. Therefore, it is urged
… nature limits their discriminative ability for classification. Linear discriminant analysis (LDA) …

… ISOMAP characterizes the data distribution by geodesic distances instead of … of multi-manifold
structure and spectral information in HSI to extract discriminant features for classification, …

… dimensionality reduction methods, Isomap has been widely … However, Isomap has the
following problems: (1) Isomap is … discriminative low dimensional embedding for classification; (2) …

… are beneficial to reveal the local multimanifold structure and select suitable sparse neighbors
… to extract useful discriminating features for improving HSI classification performance. The …

… cancer classification and compare the classification performance. We show the visualization
… For example, Multi-manifold Discriminant Isomap (MMD-Isomap) [55] and semi-supervised …

… Visualizing high-dimensional data in smaller dimensions is … the discriminant function and
then establish the discriminant … Li, ‘‘Semisupervised local multi-manifold isomap by linear …

… 最重要的是不同于 MMD-Isomap 与 MM-LLE, 本文 方法是无监督的, 在降维之前不需要得知…
Multi-manifold discriminant Isomap for visualization and classification[J]. Pattern Recognition…