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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: Arbitrary Scalar, Linear Transformations, Matrix, Fixed, One to One, Mapped, Same Vector, Matrix Representation, Standard Bases, Matrix Representation
Typology: Exercises
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Please hand in your solutions of the starred feedback exercises by noon on Friday 30 November 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. Determine which of the following are linear transformations from R^3 to R^2 :
(a) L(x) =(x 2 + x 3 , x 3 + x 1 )T^ , (b) L(x) =(x 1 + x 2 , 1)T^ , (c) L(x) =(x 2 − 2 x 1 , x 3 )T^ , (d) L(x) =(x^21 , x 2 )T^.
Exercise 2. Let C be a fixed n × n matrix. Determine which of the following are linear transfor- mations from Rn×n^ to Rn×n:
(a) L(A) = 5A , (b) L(A) = AC + CA , (c) L(A) = ACA , (d) L(A) = CAC.
Exercise 3. Determine which of the following are linear transformations from P 2 to P 2 :
(a) (L(p))(t) = t^2 p(0) , (b) (L(p))(t) = p′(t) − t.
Exercise* 4. Let M be a fixed n × n matrix with M 6 = O. Determine which of the following are linear transformations and justify your answers.
(a) L : R^2 → R^3 , L(x) = (1 + x 1 , 2 + x 2 , 3)T^ ; (b) L : R^3 → R^2 , L(x) = (x 3 − x 2 , x 2 − x 1 )T^ ;
(c) L : Rn×n^ → Rn×n^ , L(A) = AT^ ; (d) L : Rn×n^ → Rn×n^ , L(A) = AM 2 ; (e) L : Rn×n^ → Rn×n^ , L(A) = A^2 M ; (f) L : C[0, 1] → C[0, 1] , (L(f ))(t) = 2t.
Exercise 5. A linear transformation L : V → W is said to be one-to-one if L(v 1 ) = L(v 2 ) implies that v 1 = v 2 (that is, no distinct vectors v 1 , v 2 ∈ V get mapped to the same vector w ∈ W ). Show that L is one-to-one if and only if ker(L) = { 0 }.
Exercise 6. For each of the following linear transformations find its matrix representation with respect to the standard bases of R^2 and R^3 :
(a) L : R^3 → R^2 where L(x) = (x 1 − 2 x 3 , x 1 + 7x 2 )T^ ;
(b) L : R^3 → R^3 where L(x) = (x 2 + x 3 , 5 x 1 − x 3 , x 2 − 4 x 1 )T^ ;
(c) L : R^2 → R^3 where L(x) = (x 2 , x 1 , x 1 − x 2 )T^.
Exercise* 7. Let L : P 2 → P 2 be the mapping given by
(L(p))(t) = p(t − 1) ,
and let P = {p 1 , p 2 , p 3 } be the standard basis of P 2 given by
p 1 (t) = 1 , p 2 (t) = t , p 3 (t) = t^2.
(a) Show that L is a linear transformation.
(b) Find the matrix representation of L with respect to P.