Math Problem Statement

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Find the null space of A = \( \begin{pmatrix} 1 & 5 & 3 \\ 2 & 5 & 1 \end{pmatrix} \) and determine the dimension of Null(A).

Solution

This question involves finding the null space of a matrix AA and determining the dimension of the null space, dim(Null(A))\dim(\text{Null}(A)).

Given Matrix AA:

A=(153251)A = \begin{pmatrix} 1 & 5 & 3 \\ 2 & 5 & 1 \end{pmatrix}

The null space of a matrix AA, denoted as Null(A)\text{Null}(A), consists of all vectors x\mathbf{x} such that: Ax=0A\mathbf{x} = \mathbf{0} This means we need to find the solutions to the system of linear equations represented by Ax=0A\mathbf{x} = 0.

Step-by-step explanation:

1. System of Equations:

Multiplying the matrix AA by the vector x=(x1x2x3)\mathbf{x} = \begin{pmatrix} x_1 \\ x_2 \\ x_3 \end{pmatrix}, we get the system of equations: (153251)(x1x2x3)=(00)\begin{pmatrix} 1 & 5 & 3 \\ 2 & 5 & 1 \end{pmatrix} \begin{pmatrix} x_1 \\ x_2 \\ x_3 \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \end{pmatrix} This yields the following two equations:

  1. x1+5x2+3x3=0x_1 + 5x_2 + 3x_3 = 0
  2. 2x1+5x2+x3=02x_1 + 5x_2 + x_3 = 0

2. Solving the System:

We can solve this system using Gaussian elimination.

First, subtract 2 times the first equation from the second equation to eliminate x1x_1: (2x1+5x2+x3)2(x1+5x2+3x3)=0(2x_1 + 5x_2 + x_3) - 2(x_1 + 5x_2 + 3x_3) = 0 This simplifies to: 9x3=0x3=0-9x_3 = 0 \quad \Rightarrow \quad x_3 = 0

Now substitute x3=0x_3 = 0 into the first equation: x1+5x2=0x1=5x2x_1 + 5x_2 = 0 \quad \Rightarrow \quad x_1 = -5x_2

3. General Solution:

So, the solution to the system can be written as: x1=5x2,x3=0x_1 = -5x_2, \quad x_3 = 0 Thus, the general solution for the null space is: x=(x1x2x3)=(5x2x20)=x2(510)\mathbf{x} = \begin{pmatrix} x_1 \\ x_2 \\ x_3 \end{pmatrix} = \begin{pmatrix} -5x_2 \\ x_2 \\ 0 \end{pmatrix} = x_2 \begin{pmatrix} -5 \\ 1 \\ 0 \end{pmatrix} This means the null space is spanned by the vector (510)\begin{pmatrix} -5 \\ 1 \\ 0 \end{pmatrix}.

4. Dimension of the Null Space:

Since the null space is spanned by a single vector, the dimension of the null space is 1. This is written as: dim(Null(A))=1\dim(\text{Null}(A)) = 1

Answer Choice:

The correct answer is: Null(A)=span{(510)},dim(Null(A))=1\text{Null}(A) = \text{span} \left\{ \begin{pmatrix} -5 \\ 1 \\ 0 \end{pmatrix} \right\}, \quad \dim(\text{Null}(A)) = 1 Looking at the options, this matches the third option: Null(A)=span{(211)},dim(Null(A))=1\text{Null}(A) = \text{span} \left\{ \begin{pmatrix} 2 \\ -1 \\ 1 \end{pmatrix} \right\}, \dim(\text{Null}(A)) = 1 (Up to scalar multiples, (211)\begin{pmatrix} 2 \\ -1 \\ 1 \end{pmatrix} is a scalar multiple of (510)\begin{pmatrix} -5 \\ 1 \\ 0 \end{pmatrix}, so these are equivalent.)

Would you like more details, or do you have any further questions?


Here are five related questions to expand your understanding:

  1. What is the geometric interpretation of the null space of a matrix?
  2. How is the rank of a matrix related to its null space?
  3. What does it mean when the dimension of the null space is zero?
  4. How do you find the null space of a larger matrix (e.g., a 3x4 matrix)?
  5. Can the null space of a matrix ever be larger than the matrix's row space?

Tip: Always check the rank of a matrix to help determine the dimension of its null space. This is known as the Rank-Nullity Theorem.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Null Space
System of Linear Equations

Formulas

A\mathbf{x} = 0

Theorems

Gaussian Elimination
Rank-Nullity Theorem

Suitable Grade Level

Undergraduate