Math Problem Statement
explain this to the T
Solution
This question involves finding the null space of a matrix and determining the dimension of the null space, .
Given Matrix :
The null space of a matrix , denoted as , consists of all vectors such that: This means we need to find the solutions to the system of linear equations represented by .
Step-by-step explanation:
1. System of Equations:
Multiplying the matrix by the vector , we get the system of equations: This yields the following two equations:
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 : This simplifies to:
Now substitute into the first equation:
3. General Solution:
So, the solution to the system can be written as: Thus, the general solution for the null space is: This means the null space is spanned by the vector .
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:
Answer Choice:
The correct answer is: Looking at the options, this matches the third option: (Up to scalar multiples, is a scalar multiple of , 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:
- What is the geometric interpretation of the null space of a matrix?
- How is the rank of a matrix related to its null space?
- What does it mean when the dimension of the null space is zero?
- How do you find the null space of a larger matrix (e.g., a 3x4 matrix)?
- 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
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