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A collection of linear algebra problems covering various topics such as solving systems of equations using matrices, finding matrix inverses, determining linear transformations, and analyzing vector spaces. Students can use this document as a resource for understanding these concepts and practicing problem-solving skills.
Typology: Exams
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(b) Write the zero vector in R^4 as a nontrivial linear combination of the columns of A, where A is the coefficient matrix for the system of equations in part a) of this question.
(a) Find A−^1.
(b) Use your answer in part (a) to solve Ax = b where b =
x y
x + 1 2 y x − 1
(a) Is T linear? Justify. (b) Is T one-to-one? Justify. (c) Is T onto? Justify.
(d) Sketch the line
then find its image under T.
(a) A 2 × 3 matrix A such that the transformation x 7 → Ax is one-to-one. (b) A 2 × 3 matrix A where every entry is either 1 or −1 such that the tranformation x 7 → Ax is NOT onto. (c) A matrix A such that A^2 is invertible but A is not. (d) A nonzero matrix A such that A^2 = 0.
(a) Simplify (BAB−^1 )^2. (b) Simplify (BAB−^1 )−^1. (c) Does BAB−^1 have linearly independent columns? Justify your answer.
(a) For which value(s) of k is
k
in Col(A)?
(b) For which value(s) of k is
k
in Nul(A)?
(c) Give a basis for Nul(A^2 ). (d) Is Nul(A) =Nul(A^2 )? Justify your answer.
(a) If y ∈ Col(A) then Ax = y be inconsistent. (b) If y ∈ Col(A) then y be in Nul(A). (c) If y ∈ Col(A) then y be in Row (AT^ ). (d) If y ∈ Col(A) and x ∈ Col(A) then x + y be in Col(A). (e) If A is a 5 × 7 matrix then Row(A) and Col(A) have the same dimension. (f) If A is a 5 × 7 matrix then Nul(A) be three-dimensional. (g) If A is a 5 × 7 matrix of rank 4, then Nul(AT^ ) be three-dimensional. (h) If u and v are linearly independent then Projuv and Projvu be equal.
, where the matrix A is known to be invertible. (a) Write W −^1 as a partitioned matrix.
(b) Use part (a) to find M −^1 where M =
(a) Find a lower triangular matrix L and an upper triangular matrix U such that A = LU. (b) Do the same for AT^. (Hint: No additional computation is required.)
(c) Find an elementary matrix E such that EA =
, let^ b^ =
and let^ x^ =
x 1 x 2 x 3 x 4
(a) Find det(A). (b) Use Cramer’s Rule to solve Ax = b for x 4 ONLY. (c) What is det(A−^1 AT^ )? (d) What is det(A · adj(A))?
(e) Find the determinant of B =
, noting that^ B^ is obtained from^ A^ by performing
exactly two elementary row operations.
x x 2
, u 2 =
x 2 x
, u 3 =
x −x
(a) For which value(s) of x will {u 1 , u 2 } be linearly dependent? (b) For which value(s) of x will Span{u 1 , u 2 } be all of R^3? (c) For which value(s) of x is Span{u 1 , u 2 } a line in R^3?
Solutions 1. a) x 1 = − 2 x 3 − 4 x 4 + 1, x 2 = 3x 3 + 6x 4 , x 3 is free, x 4 is free, x 5 = 0 b) 0 =
− 6 a 1 + 9a 2 + a 3 + a 4 where ai is the ith^ column of A. 2. a) A−^1 =
(^) b)
x =
(^) 3.a) No, since T ( 0 ) 6 = 0 b) Yes; prove that if T (v 1 ) = T (v 2 ) then v 1 = v 2 c) No, since
for example the zero vector is not in Range(T ) d) The image of the line is (3, 2 , 1) + t(− 1 , 4 , −1) 4. a)
Impossible b)
c) Impossible d)
a) k = 6 b) k = 3/2 c) B =
d) They are equal. 7. a) cannot b) might c) must d) must e) must
f) might g) cannot h) cannot 8. a) W −^1 =
b) M −^1 =
9.a) A = LU =
(^) b) AT^ = (LU )T^ = U T^ LT^ c) E =
(^) 10. a)
18 b) − 7 /3 c) 1 d) (18)^4 e) − 18 11. a) x = 2 b) Impossible c) x = 2 d) x = ± 2 12. a) Yes b) Yes c)
No d) No 13. a) No b) (3, 1 , 1)+t(1, − 4 , 2) c)
d) The angle is
π 2
−cos−^1 (− 2 /
pass through the origin. 14. a) (0, 1 , −1) + s(2, 2 , 3) + t(2, 1 , −3) b)
c) 141 (− 6 , 11 , −5)