sample linear algebra exams
TRANSCRIPT
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7/25/2019 Sample Linear Algebra Exams
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Math10
F irst
Exam
Instructions:
Show complete answers to the following questions in your bluebook. An answer
without a solution, even if correct,willget little or no credit. The total is 100 points. A problem
which has the word prove means that you must provide a general proof. Pleaseturnoff your
C E L L
P HON E before the exam. Please write your
F U L L
N AM E on the front of your
bluebook.
1. (2 points
each:
10 points total) Give complete definitions of the following terms. Onlyminor
mistakes wi l lbe acceptable tostillget 2 points, otherwise 0 points.
a. theSpano f aset ofvectorsS = { v l 5 . . . , vk}
b. alinearly independentset of
vectors
5 =
{ v i , . . . ,
v
k
}
c asubspace Wof K .
d
abasisfor a
subspace
Wof
R .
e. thedimensionof a
subspace W of
R .
2
(2 points
each:
10 points total) Indicate i f the statement is True or False, and give a brief
explanationwhy.
Answerandreasoning must both be correct to get 2 points, otherwise, 0 points.
a.
f
5 = { v i , V 2 , V 3}is a set ofthree non-zero vectors
from
K 3 , thenSpan S) isallof K 3 .
b.
Suppose
that a
subspace W
has dimension 6. Then a set of 10 vectors
from W
is
automatically
linearlydependent.
c
If
S = { v i , v 2 , V 3 , V 4 , v 5 }
is a
linearly
dependentset, then two of
these
fivevectors must be
paralleltoeachother.
d
I fWisa 5-dimensional
subspaceo f
O S 8 thenW
L
is also 5-dimensional.
e.
f
.4 is a 6x10matrix,and its rank is 4, then its
nullity
is 2.
3
PROOFS: Give a complete andconvincing
proof
for
each
of the following. You may
assume
the
11Axiomsin Chapter Zero as wel las any Theorems proven in theTEXT (NOT inthe Exercises),
as
wel l
as the closure properties for integers anddefinitionsfor even and odd numbers:
a. (6 points) Prove that for
a ll
a,
be i f
a
b
is even, then either
a
is even
or b
is even. Hint:
start by stating what strategy youwi l lbe using.
b. (4 points) Prove that for
a ll
v
G
R , 0
v = 0.
c (4 points) Prove that fora llk e OS k 0 = 0.
d
(10 points) Prove that fora llke K, and fora llv e 1 :
kv= 0 if and only if = 0orv = 0.
Y ou are free to use (b) and(c),even i fy ou did not do them,inyour
proof
for (d ).
T H E R E
IS A
B A C K P AG E
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6. Let A =
3 4 . - 2
-5 -7 1
-3 0
1 6
5 -2
C =
z
-2 -3 4
3
7 - 1
and
2 -5
-3 7
Compute the following, i fpossible:
a . 3 points)5A- 3C
b. 3 points) AS
C .
3 points)
BA
d. 5 points)p D), where X*) = 4x3 - 5x2 -
Tx
+ 3
7. 4 points ) Show theeffecton the basic box produced by
letter R inside this box.
-2 3
3
5
Show what happens to the
8. 10 points) Suppose that T: I R2 -> OS3, and you are told that r - 3 , 5 = -2,6,4) and
r 5, - 8 = -2,1,-5). Find7I
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5. 11points) LetV= I P
3
the
set
of polynomials ofdegree
at
most3,
and:
W =
{p(x)\p(3) =2p(-l)
and
/ r ( l )
= 3p(2)}.
a.
Show that
Wis
asubspaceof
V.
b. Find
a
basis
for
Wcontaining polynomials w i th only
integer coefficients, andstatethe
dimension of
W.
6.
10
points) Decide whether
or not the set of
functions S
{cos
2
(x),cos
2x),7r}
is
linearly
dependentor
independent.
Defend your decision.
7. 12points) LetS
=
{1
- x , l +x>mdB
= {1,1
- x , + x
2
} .
a. Explain whyB
is a
basisfor I P 1andB
1is
abasisforI P 2 .
b. SupposethatT :IP
1
-
I P
2
is
given by:
4 -10
I T W =
-10 25
6
-15
Compute7 5x
-
4). Hint/warning:BandB
1
are NOT thestandard
bases
for
I P
1
and
P
2
.
c.
Find a
basis
for ker(F) and for
range(T).
d. IsTone-to-one?IsTonto?
e. State
the Dimension Theorem in general, and
verify
it for
T.
8. 12points) Find
a
function/ x)which is
a
solution to the differential equation:
4/ x) -7/ x) =5e7xcos3x)- 9e x sin3x).
9. 12points) Let
T
:
P
3 -+
I P
2
be
given by:
r p x))
=
3y x)
+
p 0) x2-5).
a. Warm-up: Compute
7 7 -
2x + 4x3).
b. Explain in general whyT p x))
e P2
foranyp(x)
e P3.
c. Show thatTisindeed
a
linear transformation.
d. LetB
=
{ l , x , x
2
, x
3
}
and
B
=
{ l , x , x
2
} ,
the
standard
bases for
Find [T ] BiB .
and P2 , respectively.
e.
Check that your
answer
to(d)iscorrect by re-computing(a)using your
answer
to(d).
f.
F i l lin the blank:Tcannotbe
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Math10
Fourth
Examination
Instructions:
Show complete solutions to the following problems. An answer without a solution
will
get little or no credit. Do not write your answers on thissheetKeep it after the
examination.T h e total is 100 points.
1. (5 points each)
I n
a shortparagraph,discuss:
a . the terms: eigenvalues, eigenvectors, and
eigenspaces
for a square
matrix
A Thisparagraph
should specifically address the role of the zero vector.
b. the concept of diagonalizabihty, mentioning the definition and relevant theorem/s.
2. Suppose matA andB are any nun matrices. Prove the following statements:
G
a .
(% points)
Th e characteristic
polynomial of
A
is the same as that of A T
b . ( points) I f vis an eigenvector for an invertible
matrix
Awith corresponding eigenvalueX,
then v is also an eigenvector for
A
k
for all positive integers
k.
What is the corresponding
eigenvalue?
c . (10 points) SupposeA is a 7 x 7 matrix,
{vi ,v2 }
is a basis for
Eig(/1,3),
{ v 3 , V 4 , v 5 } is a
basis for
Eig(4,7),
and {v$,v7} is a basis for
Eig(^4,-2).
Prove that the set
{v i ,V2 ,V3 ,V4 ,V5,V6 ,V7}
islinearlyindependent.
3. (10 points)L eta = (5,7,10,6,2,8,1,4,9,3).
a .
Find
the number of inversions of
a.
List al lof them.
b.
Finda
1 How many inversions should it
have?
Do not list them
4. (5 points) Suppose that we have thematrix:
0 0 0 7
0 -3 0 0
0 0 4 0
-2 0 0 0
Applythe determinant formula directly in order to compute det(4). Thereshould be only one
term:find thisterm,the permutation that produced this term,and whether the permutation is even
or
odd, as part of your solution to find det(4). DO NOT use row operations or cofactor
expansion.
T H E R E
ISAB A C K P A G E
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5. 10 points) Use any method or combination of
methods
that you wish in order tocomputethe
following determinant:
3 2 - 4 2
-5 0 3 -8
1 - 3 2 3
-4 5 - 2 0
6. 10 points) Suppose you were told that the determinant of
thematrixA
given
below
on the
left
is
-15.
Find
the determinant of the
matrix
B
on
the right:
d\2 a3
b\
2
bi
a c2 c
B =
3ax
+5ci
3a2 +5c
2
3a3 +5e
3
lc\-lb\2-2b2
7 c
3
- 26
3
7. 10 points) Decide whether or not the following matrix is diagonalizable, and
give
a brief
explanation as to how you obtained your decision. Note/Hint: You are not being asked to actually
diagonalize thematrix.Youareonly being asked to determine whether or not it is diagonalizable.
4 0 0 0
3
-7
0 0
-6 22
4
0
18
-66
-33 -7
8.
20 points)
Consider
the
matrix:
-70 -9 18
A
=
72
11
-18
-216
-27 56
a. Diagonalize
A You
must provide the invertible matrix
C, and
the diagonal
matrixD,
as well
as
C 1 . Thecorrect characteristic
polynomial is:
p X)
=
A
3
+
3X2
-
24A
+ 28.
Youarestill
expected
to show ah thestepsto getp[X) correctly. You are given this answer
so
that you
willnot be wasting
tim
on the wrong polynomial.
b. Use a) tocompute
A6.
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Math
10
Fifth
Exam
Instructions:Show complete solutions to the following problems on your bluebooks. An answer
without a solution, even ifcorrect,willget little or no credit. The total is 100 points.
T U R N O F F
Y O U R
C E L L
P H O N E
1. 55 points total)Considerthebilinearform on I P2 :
a . 6 points) Show that this bilinear form is symmetric, additive andhomogeneous.
b.
4 points) Prove that this bilinear form hasthepositivityproperty.
C . 4 points)
Explain
why this bilinear form isnotan inner product on P
3
. You may want to
provide a counterexample ofsomekind.
d.
6 points)F i n dthe exact cosine and the approximate value in
radians)
of the angle6between
3
+2x - 4x2 and2 + 5xwith respect to this inner product.
10 points) LetW - Span {3 +2x-4x
2
}). F inda basis for W
L
consisting of polynomials
withintegercoefficients withoutusing the
Gram-Schmidt
Algorithm.Hint:you can use part
of
your
work from d).
)
f. 10 points) F i n d an orthonormal basis for IP2using the set {x2,x, 1} as input to the
Gram-SchmidtAlgorithm.
^ g . 2 points) Let U = Span {x2}) F i n d an orthonormal basis for UL without any further
computations using your answer in f).
~4
h. 8 points)
L e tp x) = 3x2 -7x + 9.
F i n d
p x)
B
, where
B
is the orthonormal basis mat you
found in f).
^4yi. 5 points)
F i n d
the orthogonal decomposition ofp x) with respect to U, where U is the
subspace in g) andp x) is the polynomial in h).
T H E R E IS A
B A C K P A G E
p x) q x) ) = p -l )q{-\) +p{\)q{\) +p 2)q 2).
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2 . (10 points) Suppose that V is a vector space and T :V~ R is an
one-to-one
linear
transformation.
Prove that the bilinear form: