Algebra, the basis of a solution space

Click For Summary
SUMMARY

The discussion focuses on finding the basis of the solution space W ⊆ ℝ⁴ for the system of linear equations defined by 2x₁ + x₂ + 2x₃ + 3x₄ = 0 and x₁ + x₂ + 3x₃ = 0. The solution reveals that the basis consists of the vectors [1, -1, 0, -1/3] and [0, -3, 1, 1/3], which span the solution space with two degrees of freedom. A systematic approach using row reduction leads to an alternative basis represented by the vectors <1, -4, 1, 0> and <-3, 3, 0, 1>, confirming the independence and spanning properties required for a basis.

PREREQUISITES
  • Understanding of linear algebra concepts, particularly vector spaces and bases.
  • Familiarity with solving systems of linear equations.
  • Knowledge of matrix row reduction techniques.
  • Ability to interpret and manipulate vector representations in ℝ⁴.
NEXT STEPS
  • Study the process of row reduction for solving linear systems in detail.
  • Explore the concept of linear independence and spanning sets in vector spaces.
  • Learn about the geometric interpretation of solution spaces in higher dimensions.
  • Investigate applications of basis vectors in various fields such as computer graphics and data science.
USEFUL FOR

Students and professionals in mathematics, particularly those studying linear algebra, as well as educators looking for examples of solution spaces and basis vectors in ℝ⁴.

FunkReverend
Messages
5
Reaction score
0

Homework Statement


Find the basis of the solution space W \subset \Re^{4}
of the system of linear equations

2x_{1} + 1x_{2} + 2x_{3} +3x_{4} =0
_{ }
1x_{1} + 1x_{2} + 3x_{3} = 0


Homework Equations


The basis must span W and be independent.


The Attempt at a Solution


Solving the above system, I get
x_{2} = -x_{1} - x_{3}
x_{4} = \frac{x_{3}-x_{1}}{3}

With 2 degrees of freedom, x_{1} and x_{3},
so I must need a 2D basis. I separately fixed x_{1} and x_{3} to 1 and the other to zero and got the following vectors:
[1, -1, 0, -1/3] and [0, -3, 1, 1/3]
I feel like this is right, as I've been looking up some examples, but I'm not sure this spans all the solutions.

Am I on the right track?
 
Physics news on Phys.org
FunkReverend said:

Homework Statement


Find the basis of the solution space W \subset \Re^{4}
of the system of linear equations

2x_{1} + 1x_{2} + 2x_{3} +3x_{4} =0
_{ }
1x_{1} + 1x_{2} + 3x_{3} = 0


Homework Equations


The basis must span W and be independent.


The Attempt at a Solution


Solving the above system, I get
x_{2} = -x_{1} - x_{3}
x_{4} = \frac{x_{3}-x_{1}}{3}

With 2 degrees of freedom, x_{1} and x_{3},
so I must need a 2D basis. I separately fixed x_{1} and x_{3} to 1 and the other to zero and got the following vectors:
[1, -1, 0, -1/3] and [0, -3, 1, 1/3]
I feel like this is right, as I've been looking up some examples, but I'm not sure this spans all the solutions.

Am I on the right track?

Yes, your vectors span W.

A more systematic way to do things is the row-reduce your matrix, which gives this matrix:
\begin{bmatrix}1&amp;0&amp;-1&amp;3\\0&amp;1&amp;4&amp;-3 \end{bmatrix}

From this matrix you can read off your solutions as
x1 = x3 - 3x4
x2 = -4x3 + 3x4
x3 = x3
x4 = ... x4

From this you might be able to see that any vector x in the solution space is a linear combination of these two vectors: <1, -4, 1, 0>T and <-3, 3, 0, 1>T.
 
To add just a little bit, you are saying that for any vector in the solution space, &lt;x_1, x_2, x_3, x_4&gt;, we must have x_2= -x_1- x_3 and x_4= (1/3)x_3- (1/3)x_1. That is, &lt;x_1, x_2, x_3, x_4&gt;= &lt;x_1, -x_1- x_3, x_3, (1/3)x_3- (1/3)x_4&gt;= x_1&lt;1, -1, 0, -1/3&gt;+ x_3&lt;0, -1, 1, 1/3&gt; which makes it clear what a basis is.

Mark44 is saying that x_1= x_3- 3x_4 and x_2= -4x_3+ 3x_4 so that &lt;x_1, x_2, x_3, x_4&gt;= &lt;x_3- 3x_4, -4x_3+ 3x_4, x_3, x_4&gt;= x_3&lt; 1, -4, 1, 0&gt;+ x_4&lt;-3, 3, 0, 1&gt;. That gives another basis for the same subspace.
 

Similar threads

Replies
2
Views
2K
Replies
4
Views
2K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 105 ·
4
Replies
105
Views
11K
Replies
2
Views
2K
  • · Replies 15 ·
Replies
15
Views
3K
  • · Replies 6 ·
Replies
6
Views
3K
  • · Replies 21 ·
Replies
21
Views
2K
  • · Replies 25 ·
Replies
25
Views
4K
Replies
5
Views
2K