Question: Let A be a nonsingular 2 Ã 2 matrix with singular value decomposition A = P QT and singular values Ï1 ¥ Ï2 > 0.
(a) Prove that the image of the unit (Euclidean) circle under the linear transformation defined by A is an ellipse. E = {Ax| ||x|| = 1}, whose principal axes are the columns p1, p2 of P. and whose corresponding semi-axes are the singular values Ï1, Ï2.
(b) Show that if A is symmetric, then the ellipse's principal axes are the eigenvectors of A and the semi-axes are the absolute values of its eigenvalues.
(c) Prove that the area of E equals Ï |det A|.
(d) Find the principal axes, semi-axes, and area of the ellipses defined by
(i)
(ii)
(iii)
(e) What happens if A is singular
(o 1) 0 1 5 -4 0 -3
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a If x 1 then y Ax satisfies the equation y T By 1 where B A T A 1 P T 2 P Thus by Exercise 8424 the ... View full answer
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