Math Problem Statement
Find a basis for the null space of the matrix. 14) A = [[1, 0 - 3, - 4, 0], [0, 1, 3 - 4, 0], [0, 0, 0, 0]]
Solution
To find a basis for the null space of a matrix, we need to solve the equation:
where is the given matrix, and is the vector of unknowns . Let's start by setting up the matrix :
Step 1: Write the equation
Let .
The equation becomes:
This gives the following system of linear equations:
- (which is trivially satisfied)
Step 2: Solve the system
From the first equation:
From the second equation:
Step 3: Parametrize the solution
Let and , where and are free variables. Then we can express the solution in terms of and :
Thus, the general solution for is:
This can be written as:
Step 4: Conclusion
The null space of the matrix is spanned by the vectors:
Thus, a basis for the null space of is:
Let me know if you'd like further details or clarification!
Further questions to explore:
- How do you check if a set of vectors forms a basis for a subspace?
- What is the rank-nullity theorem, and how does it relate to this problem?
- How would you solve for the null space of a matrix using row reduction?
- Can you find the null space of a matrix that has no solution or is inconsistent?
- What happens if the matrix has more rows than columns in terms of the null space?
Tip:
To find the null space of a matrix, always start by writing down the system of equations and then use row reduction or substitution to solve for the free variables.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Null Space
Matrices
Linear Systems
Formulas
A * x = 0
Theorems
Rank-Nullity Theorem
Suitable Grade Level
Grades 11-12