Title :
Manifold Learning for Visualizing and Analyzing High-Dimensional Data
Author :
Zhang, Junping ; Huang, Hua ; Wang, Jue
Author_Institution :
Fudan Univ. Fudan Univ., Shanghai, China
Abstract :
Assuming that high-dimensional data are generated from intrinsic variables with lower dimensions, several key manifold-learning algorithms can help effectively analyze and visualize such data.
Keywords :
data analysis; data visualisation; learning (artificial intelligence); high dimensional data analysis; high dimensional data visualization; manifold learning; Data analysis; Data visualization; IEEE members; Machine learning; Machine learning algorithms; Manifolds; Pixel; Principal component analysis; Statistical analysis; Statistics; data visualization; intelligent systems; machine learning; manifold learning; multivariate statistics; pattern analysis;
Journal_Title :
Intelligent Systems, IEEE
