Geometric Structure of High-Dimensional Data and Dimensionality Reduction

• Main Author: Wang, Jianzhong (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2011.
• Subjects: Computer science.; Data structures (Computer science).; Mathematical statistics.; Data mining.; Applied mathematics.; Engineering mathematics.; Computer Science.; Data Mining and Knowledge Discovery.; Probability and Statistics in Computer Science.; Applications of Mathematics.; Data Structures, Cryptology and Information Theory.

"Geometric Structure of High-Dimensional Data and Dimensionality Reduction" adopts data geometry as a framework to address various methods of dimensionality reduction. In addition to the introduction to well-known linear methods, the book moreover stresses the recently developed nonlinear...