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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: Nontrivial Solution, Collections, Vectors, Linearly Independent, Spanning Set, Vector Space, Linearly Independent Vectors, Subspace, Polynomials, Columns
Typology: Exercises
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Exercise 1. Determine which of the following collections of vectors in R^3 are linearly independent: (a) (1, 1 , 1)T^ , (3, 4 , 3)T^ , (2, 1 , 3)T^ , (1, 1 , 3)T^ ; (b) (2, − 1 , 5)T^ , (1, 3 , 2)T^ , (3, 2 , 7)T^ ; (c) (3, 3 , −6)T^ , (− 2 , − 1 , 4)T^ , (1, 4 , −1)T^ ; (d) (1, 2 , 3)T^ , (4, 5 , 0)T^. Exercise 2. Show the following: (a) If {v 1 ,... , vn} is a spanning set for a vector space V and v is any vector in V , then v, v 1 ,... , vn are linearly dependent. (b) If v 1 ,... , vn are linearly independent vectors in a vector space V , then v 2 ,... , vn cannot span V. Exercise 3. Let x 1 ,... , xk be linearly independent vectors in Rn, and let A ∈ Rn×n^ be invertible. Define yi = Axi for i = 1,... , k. Show that y 1 ,... , yk are linearly independent. Exercise 4. For each of the collection of vectors in Exercise 1, decide whether they form a basis for R^3. Justify your answer. Exercise 5. Let H be the subspace of P 3 consisting of all polynomials p ∈ P 3 with p(1) = 0. Find a basis for H and determine its dimension. Exercise* 6. Which of the following statements (if any) are true? Justify your answers. (a) (6, 5 , 4)T^ , (3, 2 , 1)T^ , (0, − 1 , −2)T^ , (− 3 , − 4 , −5)T^ are linearly independent vectors in R^3. (b) (1, 1 , 2)T^ , (− 2 , 1 , −4)T^ , (2, 3 , 8)T^ are linearly independent vectors in R^3. (c) p 1 , p 2 , p 3 are linearly independent vectors in P 2 , where p 1 (t) = 1 , p 2 (t) = 1 + t , p 3 (t) = 1 + t + t^2.
(d)
are linearly independent vectors in R^2 ×^2. (e) If a 1 ,... , an are the columns of an invertible n × n matrix A, then {a 1 ,... , an} is a basis for Rn.