In: Math
Let x ∈ R3 be nonzero and let A be the matrix whose columns are x, 2x, 3x in this order. Show that x is an eigenvector of A and find a basis for the null space of A.
Let x = (a,b,c)T, where a,b,c ∈ R and none of a,b,c equals 0 so that x is not a zero vector. Then A =
a |
2a |
3a |
b |
2b |
3b |
c |
2c |
3c |
The eigenvalues of A are solutions to the equation det(A-ʎI3)= 0 or, ʎ3-aʎ2-2bʎ2-3cʎ2 =0 or, ʎ2[ʎ-(a+2b+3c)]= 0. Thus, the eigenvalues of A are ʎ1=0, ʎ2=0 and ʎ3= a+2b+3c. Further, the eigenvector of A associated with its eigenvalue a+2b+3c is solution to the equation [A-(a+2b+3c)I3]X = 0. To solve this equation, we have to reduce the matrix A-( a+2b+3c)I3 to its RREF which is
1 |
0 |
-a/c |
0 |
1 |
-b/c |
0 |
0 |
0 |
Now, if X = (x,y,z)T, then the equation [A-( a+2b+3c)I3]X = 0 is equivalent to x-a/c = 0 or, x = a/c and y –b/c = 0 or, y = b/c. Then X = (a/c,b/c, z) = 1/c(a,b,cz)T, where z an arbitrary real number. Then, assuming z= 1, it is apparent that (a,b,c)T = x is an eigenvector of A.
The null space of A is the set of solutions to the equation AX = 0. The RREF of A is
1 |
2 |
3 |
0 |
0 |
0 |
0 |
0 |
0 |
Now, if X =(x,y,z)T, then the equation AX = 0 is equivalent to x+2y+3z = 0 or, x = -2y-3z. Then X = (-2y-3z,y,z)T = y(-2,1,0)T+z(-3,0,1)T. Thus, {(-2,1,0)T,(-3,0,1)T} is a basis for the null space of A.
Note:
I have used the Wolfram calculator for computing the RREF of the above 2 matrices.