In: Math
For problems 1-4 the linear transformation T/; R^n - R^m is defined by T(v)=AV with
A=[-1 -2 -1 -1
2 1 0 -4
4 6 1 15]
1. Find the dimensions of R^n and R^m (3 pts)
2. Find T(<-2, 1, 4, -1>) (5 pts)
3. Find the preimage of <-6, 12, 4> (8 pts)
4. Find the Ker(T) (8 pts)
T: Rn →Rm is defined by T(V) = Av, where A =
-1 |
-2 |
-1 |
-1 |
2 |
1 |
0 |
-4 |
4 |
6 |
1 |
15 |
1. Since A is a 3x4 matrix, hence it can be multiplied to the right only by a 4-vector and the result will be a 3-vector. Hence n= 4 and m = 3.
2. Let v = (-2,1,4,-1)T. Then T(v) = Av = (-3,1,-13)T.
3. Let the pre-image of (-6,12,4)T be v = (a,b,c,d)T. Then T(v) =Av = (-6,12,4)T or, (-a-2b-c-d, 2a+b-4d, 4a+6b+c+15d)T = (-6,12,4)T . Hence, -a,-2b-c-d = -6 or, a+2b+c+d = 6…(1), 2a+b-4d = 12…(2) and 4a+6b+c+15d = 4…(3).
The augmented matrix of the above linear system is M =
1 |
2 |
1 |
1 |
6 |
2 |
1 |
0 |
-4 |
12 |
4 |
6 |
1 |
15 |
4 |
The RREF of M is
1 |
0 |
0 |
-6 |
10 |
0 |
1 |
0 |
8 |
-8 |
0 |
0 |
1 |
-9 |
12 |
Hence a-6d = 10 or, a = 10+6d, b+8d = -8 or, b = -8-8d and c-9d = 12 or, c =12+9d. On assuming d = 1, we have a = 16, b = -16, c = 21.
Thus, ( 16,-16,21,1)T is a pre-image of (-6,12,4)T.
4. Ker(T) is the set of solutions to the equation T(X) = AX = 0. To solve this equation, we have to reduce A to its RRREF which is
1 |
0 |
0 |
-6 |
0 |
1 |
0 |
8 |
0 |
0 |
1 |
-9 |
Now, if X = (x,y,z,w)T, then the equation T(X) = AX = 0 is equivalent to x-6w = 0 or, x = 6w, y+8w = 0 or, y = -8w and z-9w = 0 or, z = 9w. Therefore, X = (6w,-8w,9w,w)T = w( 6,-8,9,1)T. Hence, every solution to T(X0 = 0 is a scalar multiple of the vector ( 6,-8,9,1)T so that ker(T) = span{( 6,-8,9,1)T }.