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HOMEWORK #1 due 9-16
NOTE: In the following, _ means subscript and ^ means superscript. The
expression Sum(i=a,b) h(i) (for example) means the same as
Sumi=1b h(i), which is the sum of h(i) for
i=a,a+1,...,b. Also, ``ne'' means ``not equal to'', so that
x ne 0 means that x is not equal to zero.
1. Consider the matrix
( -2 9 -7 3 -2 )
A = (a_{ij}) = ( 5 13 14 6 0 )
( 11 0 17 -2 -3 )
Calculate
(i) a_{2+} = Sum(j=1,5) a_{2j}
(Hint: You should get 38)
(ii) Sum(i=1,3) a_{i4}
(iii) Sum(i=1,3) a_{ii}
(iv) Sum(u=1,3) a_{u2}a_{u5}
2. Write down the three 3 by 3 matrices A=(a_{ij}) with entries
(i) a_{ij}=i+j-2,
(ii) a_{ij}=i(j-1) and
(iii) a_{ij}=j-i
where i,j=1,2,3.
3. Let B be the matrix
B = ( 1 7 )
( 4 3 )
( -3 6 )
(i) Find the matrices BB' and B'B
(ii) Find tr(BB') and tr(B'B) (where tr means trace)
4. Consider the matrix
A = ( 1 3 7 )
( 2 6 14 )
( -1 -3 -7 )
Find the matrices A2 and A'A. Are they the
same? Are you sure?
5. Let A be the matrix
A = ( -1 1 -1 )
( 0 2 1 )
( 1 1 -1 )
(i) Note that the columns of A are mutually orthogonal. Normalize the
columns of A by dividing each column by its length. Denote the resulting
matrix by C.
(ii) Show that C is an orthogonal matrix, and that CC'=C'C=I_3.
6. Let A be an nxn matrix and j a column vector of 1s.
(i) Show that j'A is a row vector whose elements are the column sums
of A.
(ii) Show that Aj is a column vector whose elements are the row sums
of A.
(Hint: Express all matrix products as sums over matrix
entries.)
7. Let A=xy' be the outer product of two 3x1 column vectors x and y.
(Since A is the product of a 3x1 matrix x and a 1x3 matrix y', A
is 3x3. In fact, A_{ij}=x_iy_j for i,j=1,2,3.) In contrast, the
inner product x'y is the product of a 1x3 matrix x' and a
3x1 matrix y, so that x'y is 1x1, which is the number
x'y=Sum(i=1,3) x_iy_i. Show that
(i) If y'x=1, then A2=A
(ii) If y'x=0, then A2=0
(iii) tr(xy')=x'y. (Warning: This is not a
misprint: xy' and x'y are different objects.)
(Hint: Carry out the indicated matrix multiplications, or
write out expressions in terms of sums over indices.)
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