Math Problem Statement

solve this but write question first

Let A be a 5×5 real matrix whose sum of entries in each row is 2. Find the sum of entries of the matrix A³.

Solution

The question from the image is:

"Let AA be a 5×55 \times 5 real matrix whose sum of entries in each row is 2. Find the sum of entries of the matrix A3A^3."

Solution:

  1. Let AA be a 5×55 \times 5 matrix where the sum of the entries in each row is 2. Denote the row sum operator by 1\mathbf{1}, which is a column vector of all ones:

    1 \\ 1 \\ \vdots \\ 1 \end{bmatrix}.$$
  2. The row sums of AA can be expressed mathematically as: A1=21.A \cdot \mathbf{1} = 2 \cdot \mathbf{1}.

  3. Since this property propagates under matrix powers, for any power nn, An1=2n1.A^n \cdot \mathbf{1} = 2^n \cdot \mathbf{1}.

  4. The sum of all entries of a matrix AnA^n is given by the dot product: 1T(An1).\mathbf{1}^T \cdot (A^n \cdot \mathbf{1}).

  5. For A3A^3, substitute A31=231A^3 \cdot \mathbf{1} = 2^3 \cdot \mathbf{1}: 1T(A31)=1T(81)=81T1.\mathbf{1}^T \cdot (A^3 \cdot \mathbf{1}) = \mathbf{1}^T \cdot (8 \cdot \mathbf{1}) = 8 \cdot \mathbf{1}^T \cdot \mathbf{1}.

  6. Since 1T1=5\mathbf{1}^T \cdot \mathbf{1} = 5 (there are 5 rows): Sum of entries of A3=85=40.\text{Sum of entries of } A^3 = 8 \cdot 5 = 40.

Final Answer:

The sum of the entries of A3A^3 is 40.

Would you like a further explanation, or do you have questions? Here are some related questions to explore:

  1. What is the significance of row sums in determining the eigenvalues of a matrix?
  2. Can this property generalize to non-square matrices?
  3. How do we compute AnA^n for a diagonalizable matrix?
  4. What changes if the row sum is a value other than 2?
  5. Can this technique apply to stochastic matrices or other specific matrix classes?

Tip: To simplify calculations with powers of matrices, eigenvalue-based approaches are often useful when the matrix is diagonalizable.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Operations
Powers of Matrices

Formulas

Row sum property: A ⋅ 1 = 2 ⋅ 1
Matrix multiplication: A^n ⋅ 1 = 2^n ⋅ 1
Sum of entries formula: 1^T ⋅ (A^n ⋅ 1)

Theorems

Properties of Matrix Row Sums
Matrix Power Properties

Suitable Grade Level

Undergraduate (Linear Algebra)