Value - Linear Algebra for Arts and Sciences - Exam, Exams of Linear Algebra

This is the Past Exam of Linear Algebra for Arts and Sciences which includes Linear Combination, Rank, Basis, Column, Dimension, Vectors, Basis, Rank, Condition, Subspace etc. Key important points are: Value, System, Answer, Linearly Dependent, Line, Matrix, Transformation, Every Entry, Matrix is Possible, Rotates

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2012/2013

Uploaded on 02/27/2013

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Math 201-NYC Final Exam May 2011 Page 1 of 4
1.(5) Solve the system
x1+x2x32x4+x5= 1
2x1+x2+x3+ 2x4x5= 2
x1+ 2x24x38x4+ 5x5= 1
x23x36x4+ 3x5= 0
2.(5) Let A=
2 6 5
13 3
1 4 6
(a) Find A1.
(b) Use your answer in part (a) to solve Ax=bwhere b=
8
4
5
.
3.(6) Let u1=
x
x
2
,u2=
x
2
x
,u3=
1
x
x
(a) For what value(s) of xwill {u1,u2,u3}be linearly dependent?
(b) For what value(s) of xwill {u1,u2}be linearly dependent?
(c) For what value(s) of xis Span {u1,u2}all of R3?
(d) For what value(s) of xis Span {u1,u2}a line in R3?
4.(4) For each of the following, find an example or explain why no such matrix is possible.
(a) A 2 ×3 matrix Aso that the transformation x7→ Axis one-to-one.
(b) A 2 ×3 matrix Awhere every entry is either 1 or 1 so that the transformation x7→ Ax
is not onto.
(c) A matrix Asuch that A2is invertible but Ais not.
(d) A 2 ×2 nonzero matrix Asuch that A2= 0.
5.(6) Let T1:R2R2be the linear transformation that rotates points by π/4 radians counterclock-
wise. Let T2:R2R2be the linear transformation that reflects the points across the line
y=x.
(a) Give the standard matrices of T1and T2.
(b) Give the standard matrix of T1T2.
(c) Let Sdenote the unit square in R2, that is S={[x1
x2]: 0 x11 and 0 x21}
Draw pictures of Sand (T1T2)(S).
6.(5) Let A=[12
24]
(a) For what value(s) of kis [3
k]in Col A?
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(5) 1. Solve the system x 1 + x 2 − x 3 − 2 x 4 + x 5 = 1 2 x 1 + x 2 + x 3 + 2x 4 − x 5 = 2 x 1 + 2x 2 − 4 x 3 − 8 x 4 + 5x 5 = 1 x 2 − 3 x 3 − 6 x 4 + 3x 5 = 0

(5) 2. Let A =

(a) Find A−^1.

(b) Use your answer in part (a) to solve Ax = b where b =

(6) 3. Let u 1 =

x x 2

, u 2 =

x 2 x

, u 3 =

x −x

(a) For what value(s) of x will {u 1 , u 2 , u 3 } be linearly dependent? (b) For what value(s) of x will {u 1 , u 2 } be linearly dependent? (c) For what value(s) of x is Span {u 1 , u 2 } all of R^3? (d) For what value(s) of x is Span {u 1 , u 2 } a line in R^3?

(4) 4. For each of the following, find an example or explain why no such matrix is possible.

(a) A 2 × 3 matrix A so that the transformation x 7 → Ax is one-to-one. (b) A 2 × 3 matrix A where every entry is either 1 or −1 so that the transformation x 7 → Ax is not onto. (c) A matrix A such that A^2 is invertible but A is not. (d) A 2 × 2 nonzero matrix A such that A^2 = 0.

(6) 5. Let T 1 : R^2 → R^2 be the linear transformation that rotates points by π/4 radians counterclock- wise. Let T 2 : R^2 → R^2 be the linear transformation that reflects the points across the line y = −x. (a) Give the standard matrices of T 1 and T 2. (b) Give the standard matrix of T 1 ◦ T 2. (c) Let S denote the unit square in R^2 , that is S =

{[x 1 x 2

]

: 0 ≤ x 1 ≤ 1 and 0 ≤ x 2 ≤ 1

Draw pictures of S and (T 1 ◦ T 2 )(S).

(5) 6. Let A =

[ 1 − 2

]

(a) For what value(s) of k is

[ 3

k

]

in Col A?

(b) For what value(s) of k is

[ 3

k

]

in Nul A? (c) Give a basis for Nul A^2. (d) Is Nul A= Nul A^2? Justify your answer.

(3) 7. Suppose A and B are n × n matrices where A has linearly independent columns and B is invertible. (a) Simplify (BAB−^1 )^2. (b) Simplify (BAB−^1 )−^1. (c) Does BAB−^1 have linearly independent columns? Justify your answer.

(7) 8. Fill in the blanks. The missing word is must, might or cannot.

(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 x ∈ Col A and y ∈ Col A then x + y be in Col A. (e) Suppose A is a 5 × 7 matrix then Row A and Col A have the same dimension. (f) Suppose A is a 5 × 7 matrix then Nul A be 3 dimensional. (g) Suppose A is a 5 × 7 matrix of rank 4, then Nul AT^ be 3 dimensional.

(6) 9. Let A =

(a) Find lower triangular matrix L and upper triangular matrix U so that A = LU. (b) Do the same for AT^. (Hint: No additional computation is required.) (c) What is det A?

(d) Find an elementary matrix E such that EA =

(6) 10. Let U be an n × n matrix which is partitioned as U =

[ 0 I

A B

]

(a) Assume A is invertible. Write U −^1 as a partitioned matrix.

(b) Use part (a) to find the inverse of M where M =

(7) 11. Let A =

 ,^ b^ =

 and^ x^ =

x 1 x 2 x 3 x 4

(4) 18. Suppose A = [a 1 a 2 · · · an] is an n × n matrix such that ∥Ax∥ = ∥x∥ for all x ∈ Rn.

(a) Show that each column of A is a unit vector. (Hint: consider ai = Aei.) (b) Show that any two different columns of A, ai and aj , are orthogonal. (Hint: Consider the result in part (a) and ∥ai + aj ∥^2 .) (c) Show that AT^ A = In.

(4) 19. A matrix X is called a weak generalized inverse of A if

AXA = A

(a) For what value of k is

k k k k k k

 (^) a weak generalized inverse of

[ 1 1 1

]

For parts (b) and (c), suppose that X is a weak generalized inverse of m × n matrix A (so you know that AXA = A even though A is not necessarily invertible). (b) Show that if y is any vector in Rn, then (I − XA)y is in Nul A. (c) Show that if the system Ax = b is consistent then Xb will be a solution to this system.