Nonlinear Dimensionality Reduction

• Corporate Author: SpringerLink (Online service)
• Other Authors: Lee, John A. (Editor), Verleysen, Michel (Editor)
• Format: Electronic eBook
• Language: English
• Published: New York, NY : Springer New York, 2007.
• Series: Information Science and Statistics,
• Subjects: Mathematics.; Mathematical statistics.; Data mining.; Image processing.; Pattern recognition.; Visualization.; Mathematical logic.; Mathematical Logic and Foundations.; Probability and Statistics in Computer Science.; Data Mining and Knowledge Discovery.; Image Processing and Computer Vision.; Pattern Recognition.

Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. Traditional methods like principal component analysis and classical metric multidimensional scaling suffer from being based on linear models. Until recently, very few methods were able t...