I need process of answer Let L be the linear transformation from R2 to R2 given
ID: 2970490 • Letter: I
Question
I need process of answer
Let L be the linear transformation from R2 to R2 given by the following equation: L(x, y)T = (x + 2y, x + 3y)T. Let M denote the matrix of L with respect to the standard bases for R2 and R2. Determine the matrix M. Let epsilon = {u1, u2} = {(2, 1)T (5, 3)T} be a new basis for R2. Find the matrix A = [L] for L with respect to this new basis. Check that M and A have the same trace and the same determinant. Let A be an n x n matrix. Define the trace of A by the formula tr(A)= That is, the trace of a matrix is the sum of the of the diagonal entries of the matrix. Recall that for n x n matrices A and B, tr(AB) = tr(BA). Prove that for two n x n matrices A and B, tr(A+B) = tr(A)+tr(B). Prove that for any n x n matrix A, tr(A) = tr(AT). Show that there do not exist n x n(n 0)matrices A and B such that AB - BA = In where In is the n x n identity matrix. (Hint, take the trace of the left-hand side and take the trace of the right- that they cannot be equal.) Let G be the undirected graph with adjacency matrix Draw a diagram of the graph G. Compute the characteristic polynomial of A. State a specific formula for A3 that is implied by the Cayley-Hamilton Theorem. Check by direct calculation that this formula is true. Use the formula to determine A10, and explain the consequences for walks of length 10 on the graph G.Explanation / Answer
3)
a) Just by reading the coeffcicients in the defininition of L we can say that :
M =
1 2
1 3
b)
E=
2 5
1 3
det(E)=6-5=1
So the inverse of the matrix
E^(-1) =
3 -5
-1 2
T(2,1) = (4,5) and E^(-1)(4,5)=(-13 6)^T
T(5,3) = (0,1) and E^(-1)(11,14)=(-37,17)
So the matrix is :
A=
-13 -37
6 17
trace(A)=17-13=4 and det(A) = -17*13+37*6=1
trace(M)=3+1 = 4 and det(M)=3-2=1
Both have same trace and determinant.
4)
(a) the diagonal elements at position ii of the matrix A+B is aii+bii
So tr(A+B)=sum(i=1..n)(aii+bii)=sum(i=1..n)aii+ sum(i=1..n)bii = tr(A)+tr(B)
(b) the diagonal elements of A and A^T are the same, so the sum is unchanged and : tr(A^T) = tr(A)
(c) tr(AB-BA)=tr(AB)-tr(BA)=tr(AB)-tr(AB)=0 , but tr(In) = 1+1..+1 = n
Hence if n!=0, you cannot find matrices A,B such that AB-BA = In
5)
I let you draw G.
By expanding by the first row the determinant we have :
det(A-xI) = (1-x)( -x*(1-x)-1 ) - (1-x) = -x^3+2x^2+x-2
According to cayley-hamilton theorem this polynom verifies P(A)=0 => A^3 = 2A^2+A-2I
Let's check :
A^2 =
2 1 1
1 2 1
1 1 2
A^3 =
3 3 2
3 2 3
2 3 3
2A^2+A =
5 3 2
3 4 3
2 3 5
2A^2+A-2I = A^3 => this is true
3 3 2
3 2 3
2 3 3
A^3 = 2A^2+A-2I
A^4 = A*(2A^2+A-2I) = 2A^3+A^2-2A = 2(2A^2+A-2I)+A^2-2A=5A^2-4I
A^6 = (2A^2+A-2I)^2 = 4A^4+A^2+4I+4A^3-8A^2-4A = 4(5A^2-4I)+A^2+4I+4(2A^2+A-2I)-4A^2-4A
A^6 = (20+1+8-8)A^2 + (-8+4-16)I = 21A^2-20I
A^10 = A^6*A^4 = (5A^2-4I)(21A^2-20I) = 105A^4-84A^2-100A^2+80I = 105(5A^2-4I)-184A^2+80I
A^10 = (105*5-184)A^2 +(80-420)I = 341A^2-340I
Hence :
A^10 =
342 341 341
341 342 341
341 341 342
The ij-th entry of the 10-th power of A tells you the number of walks of length 10 from vertex i to vertex j
So they are 341 number of walks of length 10 from vertex i to vertex j (i!=j) and 342 from vertex i to i (same)