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These are the notes of Exercise of Linear Algebra which includes Linear Transformation, Basis, Matrix Representation, Standard Basis, Results, Bases, Transition Matrix etc. Key important points are: Linear Transformation, Basis, Matrix Representation, Standard Basis, Results, Bases, Transition Matrix, Respect, Positive Integer, Pythagorean Theorem
Typology: Exercises
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Please hand in your solutions of the starred feedback exercises by noon on Friday 7 December using the red Linear Algebra I Collection Box in the Basement. Don’t forget to put your name (with your surname underlined) and student number on your solutions, and to staple them.
Exercise 1. Let B = {b 1 , b 2 , b 3 } be the basis of R^3 given in Exercise 2 on Coursework 7, that is,
b 1 = (1, − 2 , 0)T^ , b 2 = (0, 1 , 1)T^ , b 3 = (− 3 , 6 , 1)T^ ,
and let L : R^3 → R^3 be the linear transformation given by
L(x) = (3x 1 + 3x 2 + 3x 3 , − 4 x 1 − 5 x 2 + 6x 3 , 6 x 1 + 3x 2 − 2 x 3 )T^. (a) Find the matrix representation of L with respect to the standard basis of R^3. (b) Using (a) and the results from Exercise 4 (b) on Coursework 7, determine the matrix repre- sentation of L with respect to B. Exercise* 2. Let L : P 2 → P 2 be the linear transformation given by
(L(p))(t) = 2tp(0) + p(1 + 2t).
Let P = {p 1 , p 2 , p 3 } and Q = {q 1 , q 2 , q 3 } be the bases of P 2 given by
p 1 (t) = 1 , p 2 (t) = t , p 3 (t) = t^2 , and q 1 (t) = 1−t , q 2 (t) = 1+2t , q 3 (t) = 3+7t+2t^2.
(a) Find the matrix representation of L with respect to P. (b) Find the transition matrix S from Q to P and the transition matrix from P to Q. (c) Using (a) and (b), determine the matrix representation of L with respect to Q. (d) If p ∈ P 2 is given by p(t) = c 1 (1 − t) + c 2 (1 + 2t) + c 3 (3 + 7t + 2t^2 ) for some c 1 , c 2 , c 3 ∈ R and n is a positive integer, find Ln(p). Exercise 3. Prove the Pythagorean Theorem in Rn, that is, show that two vectors x and y in Rn are orthogonal if and only if ‖x + y‖^2 = ‖x‖^2 + ‖y‖^2. Exercise 4. Let H be a subspace of Rn. Show that H⊥^ is a subspace of Rn. Exercise* 5. Let H be the subspace of R^3 spanned by the two vectors y = (1, − 1 , 1)T^ and z = (0, 1 , −3)T^. (a) Find a basis of H⊥. [Hint: H⊥^ is the nullspace of a 2 × 3 matrix.] (b) Give a geometric description of H and H⊥. Exercise 6. Let v 1 ,... , vr be vectors in Rn^ and let H = Span (v 1 ,... , vr). Show that x ∈ H⊥^ if and only if x is orthogonal to each vj for j = 1,... , r. Exercise 7. Let A ∈ Rm×n^ and let x be in the column space of A. If AT^ x = 0 what is x? [Hint: Use the Fundamental Subspace Theorem.]