Why Must Free Variables Be Non-Leading in Linear Systems?

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SUMMARY

The discussion centers on the necessity of selecting non-leading variables as free variables in linear systems, specifically in the context of the equations provided. The participants clarify that free variables, such as x2 and x5 in the example system, are chosen because they do not correspond to leading entries in the row-reduced echelon form of the matrix. This choice is crucial for accurately representing the general solution of the system, as leading variables are determined by the equations. The importance of understanding the implications of variable selection in underdetermined systems is also emphasized.

PREREQUISITES
  • Understanding of linear algebra concepts, specifically row-reduced echelon form.
  • Familiarity with the terminology of leading and free variables.
  • Basic knowledge of solving systems of linear equations.
  • Ability to interpret matrix representations of linear systems.
NEXT STEPS
  • Study the process of converting matrices to row-reduced echelon form.
  • Learn about the implications of free and leading variables in linear algebra.
  • Explore examples of underdetermined systems and their solutions.
  • Investigate the role of arbitrary constants in representing solutions of linear equations.
USEFUL FOR

Students of linear algebra, educators teaching mathematical concepts, and anyone involved in solving or analyzing systems of linear equations will benefit from this discussion.

skwey
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This is not a homework question. But a question on how to understand what my textbook does.

It is about choosing the free variables.

Let's say I have the system of equations:

x1-2x2+3x3+2x4+x5 =10
x3 +2x5=-3
x4 -4x5=7

Then my book says that we choose x2 and x5 to be free variables, since they are not leading. And we set
x2=t and x4=s and solve the system.

But why do we have to choose x2 and x5 just because they are not leading? I mean, Can't I say x2=t and x5=s instead of x4?
 
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skwey said:
But why do we have to choose x2 and x5 just because they are not leading? I mean, Can't I say x2=t and x5=s instead of x4?

As I understand the definition of "leading variable" you must have the matrix representing the system in row reduced echelon form before you can say which variables are "leading". When the matrix is in that form it is simplest to represent the general form of the solution by assign the non-leading variables to be arbitrary constants. As well as being simple, it is safe.

It's true that you often may be able to represent the general form of the solution by assigning arbitrary constants to some of the non-leading variables. But suppose you have the underdetermined system of equations:

x1 + x2 + x3 = 1
x2 = 0

You can't get the general form by assiging x2 to be an arbitrary constant.. Perhaps you can think of more complicated examples where the equations force some of the variables to have specific numerical values and leave the rest undetermined. It might not be obvious when you first look at the system of equations which variables are determined. So you aren't guaranteed that you can assign the variables of your choice arbitrary values.
 
Last edited:
Thanks!

And that was a good example!
 

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