Thank you for your question.
I have done a lot of linear algebra over the years - my dissertation
had oodles of it, and it is certainly a subject that takes a lot of
practice. One of the most tricky (but interesting) things about linear
algebra is that the same entity is often thought of in many different
ways. For example, sometimes a matrix is just a table of numbers;
sometimes a matrix is a linear transformation.
With practice, things become clearer.
By the way, if you can you might want to look at a software package
called Matlab. It is extremely powerful in linear algebra - basically
almost everything it does involves matrices. Once you start in with
more complicated things like eigenvectors and so on, you might find
Matlab fun to play with.
Now for the questions:
--------------------------
QUESTION 1
1. Let v1=(1,0,2), v2=(2,1,3), and v3=(3,L,1). Answer the following:
QUESTION 1(a)
For what value(s) of L are the vectors v1, v2, v3 linearly dependent?
--------------------------
ANSWER TO 1(a)
The simplest way to tell if these three vectors are linearly dependent
is to take the determinant of the matrix formed from the vectors,
since a matrix has nonzero determinant if and only if its rows are
linearly independent.
In this case, the determinant would be:
det(M) where M=
1 0 2
2 1 3
3 L 1
Now, the determinant of M is (I assume you can take the determinant of
a 3x3 matrix)
1-3L+2(2L-3)
=
1-3L+4L-6
=
L-5
So, the determinant is 0 if and only if L=5.
------------------------------------------------
QUESTION 1(b)
Find at least two vectors in the span of {v1,v2,v3} other than v1, v2,
v3. [not that I changed "span" to "the span of".]
----------------------------------------------
ANSWER TO 1(b)
The SPAN of a set of vectors is just the set of the linear
combinations. That is, just the set of all vectors of the form
a*v1+b*v2+c*v3, where a, b, and c are real numbers.
Obviously there are many solutions; the simplest is to take a=4, a'=5,
the other coefficients 0.
So the first vector is:
V=4*v1+0*v2+0*v3=(4,0,8)
The second vector would be
W=5*v1+0*v2+0*v3=(5,0,10) .
--------------------QUESTION 2------------------------------
2. For what values of a is the vector (a^2, -3a, -2) in span
{(1,2,3),(0,1,1),(1,3,4)}?
-------------------------------------------------------------
ANSWER TO QUESTION 2
------------------------------------------------------------
Let v=(1,2,3), w=(0,1,1), z=(1,3,4), r=(a^2,-3a,-2) .
Since v+w=z, r is in the span of {v,w,z} if and only if r is in the
span of {v,w} .
Now, r is in the span of {v,w} if and only if {v,w,r} is linearly
dependent. We already know how to check if a set of vectors is
linearly dependent from question 1: we take the determinant of the
matrix whose rows are those vectors and we set it to 0.
Thus, v,w,r are linearly dependent if and only if the determinant of M
is zero, where
M=
1 2 3
0 1 1
a^2 -3a -2
The determinant of M is:
-2+3a +a^2(2-3)
=-2+3a-a^2
=-(a^2-3a+2)
=-(a-1)(a-2)
This is zero if and only if a=1 or a=2, which is the desired answer.
------------------------------------------------------------------
QUESTION 3
3. Let V be the set of all 2x2 matrices
a b
c d
where d=bc-a.
[Note: I have changed v to V in this question, and redid the
formatting]
------------------------------------------------------------------
QUESTION 3(a)
(a) Is V closed under the operation (matrix addition)?
-----------------------------------------------------------------------
ANSWER TO 3(a)
A set is CLOSED under an operation if an only if, whenever two
elements x and x' are in the set, the result of performing the
operation on x and x' remains in the set.
So, V is closed under the operation if and only if, for any two
matrices x and x', their sum, x+x', is also in V.
Suppose that x and x' are in V.
By definition of V, we can write, for some real numbers a,b,c,d and
a',b',c',d' such that d=bc-a and d'=b'c'-a'
x=
a b
c d
y =
a' b'
c' d'
So x+y =
a+a' b+b'
c+c' d+d'
Is x+y in V? Only if
(d+d')=(b+b')(c+c')-(a+a')
If we multiply this out, this is true if and only if:
d+d'=bc + b'c + b'c' + bc' -a - a' .
= (bc-a) + (b'c'-a') +b'c + bc'
= d + d' + b'c + bc'
The last equality holds because x and y are in V.
This equation is certainly not true in general; indeed, it is false if
b'=c=b=c'=1 .
So V is not closed under the operation.
----------------------------------------------------------------------------
QUESTION 3(b)
Is V closed under the operation (scalar multiplication)?
----------------------------------------------------------------------------
V is closed under scalar multiplication if, whenever x is in V, and t
is some real number, then tx is in V.
This turns out to be false. I will give an explicit example here:
Let x=
0 1
1 1
Then x is in V since 1=1*1-0 .
But 2x is not in V, since 2x =
0 2
2 2
and 2 is not equal to 2*2-0.
So V is not closed under scalar multiplication.
I hope this is helpful, and feel free to ask for clarification if
necessary. |
Request for Answer Clarification by
bildy-ga
on
29 Oct 2002 16:34 PST
1. I have come up with a two different solutions to the second
question to verify that the solution is correct, but I seem to be
having a problem with the cardinality of my solutions. My solutions
are as follows:
x(1,2,3) + y(0,1,1) +z(1,3,4) =(a^2,-3a,-2)
where x,y and z are integers.
We get the following three equations by equating three coordinates
x+z = a^2
2x+y+3z=-3a
3x+y+4z=-2
Subtracting first equation from third we get
2x+y+3z=-2-a^2
the left hand of this equation and second equation is same so we can
substitute -2-a^2 for 2x+y+3z in the second equation
-2-a^2=-3a
a^2+3a+2=0
Now by solving quadratic equation we get
a^2+a+2a+2=0
(a+2)(a+1)=0
a=-1 or a=-2
So for the above values of a the vector (a^2,-3a,-2) is in the span of
given vectors.
My second solution is as follows:
(a^2, -3a, -2) is in the span of (1,2,3),(0,1,1) and (1,3,4) when:
(a^2,-3a,-2) = b(1,2,3)+c(0,1,1)+d(1,3,4) where b,c and d are some
constants.
This gives us that a^2=b+d, -3a=2b+c+3d and -2=3b+c+4d
Doing the same as above and putting the corresponding matrix in to
echelon form will give a you the follwoing polynomial a^2 - 3a + 2 =
(a-1)(a+2) so the solutions of a are 1 and -2.
So my clarification asks, what is the correct soltion:
a. Solutions of a are 1 and 2 (As you first stated)
b. Solutions of a are -1 and -2
c. Solutions of a are 1 and -2
Thank you very much for the clarification.
|