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Singular Value Decomposition A Classroom Approach

Publication Type : Journal Article

Publisher : International Journal of Recent Trends in Engineering,

Source : International Journal of Recent Trends in Engineering, Volume 2, Number 1 (2009)

Url : http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.381.8563&rep=rep1&type=pdf

Campus : Coimbatore

School : School of Engineering

Center : Computational Engineering and Networking

Department : Electronics and Communication

Year : 2018

Abstract : — In this paper we describe the geometrical interpretation of SVD based on the Pythagoras Theorem and optimization theory. SVD is a technique which factorizes matrix A into three matrices U,∑,V, such that T A = U ∑V . The aim of this paper is to provide an easy way to understand SVD by using Pythagoras Theorem. SVD has variety of applications in engineering, chemistry, ecology, geology, geophysics, biomedical, scientific computing, automatic control, astro physics and many other areas. Newer applications of SVD are being pursued. Here we mention some successful applications of SVD and the concept of Higher Order Singular Value Decomposition (HOSVD) and its applications.

Cite this Research Publication : S. T. Soman, SoumyaV., J., and Dr. Soman K. P., “Singular Value Decomposition A Classroom Approach”, International Journal of Recent Trends in Engineering, vol. 2, 2009.

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