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5 5 votes

Let $A$ be a $n\times n$ invertible matrix with real entries whose column sums are all equal to $1$. Consider the following statements:

  1. Every column in the matrix $A^{2}$ sums to $2$
     
  2. Every column in the matrix $A^{3}$ sums to $3$
     
  3. Every column in the matrix $A^{-1}$ sums to $1$
     

Which of the following is TRUE?

  1. none of the statements I, II, III is correct
     
  2. statement I is correct but not statements II or III
     
  3. statement II is correct but not statements I or III
     
  4. statement III is correct but not statements I or II

3 Answers

2 2 votes

Let
$e^T=\begin{bmatrix}1 & 1 & \cdots & 1\end{bmatrix}$.

Since every column sum of $A$ is equal to $1$, we have
$e^TA=e^T$.

Now,
$e^TA^2=(e^TA)A=e^TA=e^T$.

So every column of $A^2$ also sums to $1$, not $2$.
Hence statement I is false.

Similarly,
$e^TA^3=(e^TA)A^2=e^TA^2=e^T$.

So every column of $A^3$ also sums to $1$, not $3$.
Hence statement II is false.

Now since $A$ is invertible and $e^TA=e^T$, multiply both sides on the right by $A^{-1}$:
$e^TAA^{-1}=e^TA^{-1}$.

Thus,
$e^T=e^TA^{-1}$.

Therefore every column of $A^{-1}$ sums to $1$.
Hence statement III is true.

So only statement III is correct.

Therefore, the correct option is D.



$\underline{\textbf{Alternate Solution :}}$

Let $A=\begin{bmatrix} 1 &0 \\ 0 &1 \end{bmatrix}$

$A^{2} = A \cdot A = \begin{bmatrix} 1 &0 \\ 0 &1 \end{bmatrix}\cdot\begin{bmatrix} 1 &0 \\ 0 &1 \end{bmatrix} = \begin{bmatrix} 1 &0 \\ 0 &1 \end{bmatrix}$

  • Every column in the matrix $A^{2}$ sums to $2.\implies \text{False}$

 $A^{3} = A^{2} \cdot A = \begin{bmatrix} 1 &0 \\ 0 &1 \end{bmatrix}\cdot\begin{bmatrix} 1 &0 \\ 0 &1 \end{bmatrix} = \begin{bmatrix} 1 &0 \\ 0 &1 \end{bmatrix}$

  • Every column in the matrix $A^{3}$ sums to $3.\implies \text{False}$

$A^{-1} = \begin{bmatrix} 1 &0 \\ 0 &1 \end{bmatrix}$ 

Every column in the matrix $A^{-1}$ sums to $1.\implies \text{True}$

Lets take another example for statement $3:$

$A = \begin{bmatrix} 3&-6 \\ -2 &7 \end{bmatrix}$ 

$A = \begin{bmatrix} a &b \\ c &d \end{bmatrix}^{-1} = \dfrac{1}{ad-bc}\begin{bmatrix} d &-b \\ -c &a \end{bmatrix}$

In other words: swap the positions of $a$ and $d,$ put negatives in front of $b$ and $c,$ and divide everything by the determinant $(ad-bc).$

$A^{-1} = \dfrac{1}{9}\begin{bmatrix}7 & 6\\ 2 &3 \end{bmatrix}$

  • Every column in the matrix $A^{-1}$ sums to $1.\implies \text{True}$

So, the correct answer is D.

0 0 votes

Take A = [[2,3],[-1,-2]] (assume).
The matrix A satisfies the property that the column sum is equal to 1.

Then calculate A², A³, and A⁻¹, and we will find that only statement 3 satisfies the property.

Answer:
Position:
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