Free variables for a matrix in REF

In summary, the conversation is about understanding free variables and leading variables in matrices, and how to express them in terms of other variables. The variables a, b, c, d, and e are discussed and it is noted that the 2nd and 5th variables are b and e, respectively. The use of notation and the concept of parameters is also mentioned.
  • #1
member 731016
Homework Statement
Please see below
Relevant Equations
Row operations
For this,
1681506321396.png


I am not sure what the '2nd and 5th the variables' are. Dose someone please know whether the free variables ##2, 0, 0## from the second column and ##5, 8, \pi##? Or are there only allowed to be one free variable for each column so ##2## and ##5## for the respective columns.

Also for,
1681507460967.png

Why can b and d be free so are parametric and take on any value in the domain of real numbers? Could a be written as ##a(b,d) = 3b - 7d + 11 b,d ∈ ℝ## in other words a is leading so can take on any value since it is a function of b and d?

Source: https://math.stackexchange.com/questions/720971/what-do-free-variable-and-leading-variables-mean

Many thanks!
 
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  • #2
ChiralSuperfields said:
Homework Statement: Please see below
Relevant Equations: Row operations

For this,
View attachment 324911

I am not sure what the '2nd and 5th the variables' are. Dose someone please know whether the free variables ##2, 0, 0## from the second column and ##5, 8, \pi##? Or are there only allowed to be one free variable for each column so ##2## and ##5## for the respective columns.
Note that "dose" and "does" are different words. A "dose" is a specified amount of medicine. The word you want is "does" as in "I do", "you do", "he/she/it does" and so on. I've noticed this error in at least one other thread of yours.

Assuming the variables, which aren't shown, are a, b, c, d, and e, the 2nd and 5th variables would be b and e. The variable b multiplies the vector in the 2nd column. The variable e multiplies the vector in the 5th column.
ChiralSuperfields said:
Also for,
View attachment 324916
Why can b and d be free so are parametric and take on any value in the domain of real numbers? Could a be written as ##a(b,d) = 3b - 7d + 11 b,d ∈ ℝ## in other words a is leading so can take on any value since it is a function of b and d?
I don't know what your notation above is supposed to mean. What you don't seem to understand is that the augmented matrix in your question is just shorthand for this system of equations:

##a + 2b + 3c + 4d + 5e = 6##
##.......... c + 7d + 8e = 9##
##..............d + \pi e = \sqrt 2##

The leading variables here are in the 1st, 3rd, and 4th columns; namely a, c, and d. So each of these can be written in terms of b and e, the 2nd and 5th variables.
ChiralSuperfields said:
 
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  • #3
Mark44 said:
Note that "dose" and "does" are different words. A "dose" is a specified amount of medicine. The word you want is "does" as in "I do", "you do", "he/she/it does" and so on. I've noticed this error in at least one other thread of yours.
Thank you for your reply @Mark44! Sorry, I get those two words confused. I'll try look at for that in the future.

Mark44 said:
Assuming the variables, which aren't shown, are a, b, c, d, and e, the 2nd and 5th variables would be b and e. The variable b multiplies the vector in the 2nd column.
Ah true I think I see what you mean. I was saying that ##2,0,0## were free variables when they are scalar multiples of variable ##b##. I think the only way to prove that ##b## and ##e## are free (parametric) is to solve the matrix in REF then try to solve for the values for ##b## and ##e##, however, we won't be able to as there is not enough information. My textbook says that we assign a parameter to each free variable, and that Parmeter varies over the real numbers. Do you please know of a better way to explain that?

Mark44 said:
The variable e multiplies the vector in the 5th column.
I don't know what your notation above is supposed to mean. What you don't seem to understand is that the augmented matrix in your question is just shorthand for this system of equations:
Yeah I was just trying use notation to show that a was a function of b and d.
Mark44 said:
##a + 2b + 3c + 4d + 5e = 6##
##.......... c + 7d + 8e = 9##
##..............d + \pi e = \sqrt 2##

The leading variables here are in the 1st, 3rd, and 4th columns; namely a, c, and d. So each of these can be written in terms of b and e, the 2nd and 5th variables.
Many thanks!
 
  • #4
ChiralSuperfields said:
I think the only way to prove that b and e are free (parametric) is to solve the matrix in REF then try to solve for the values for b and e, however, we won't be able to as there is not enough information.
You won't be able to solve for a unique solution, but you can get solutions that involve parameters.

The REF (reduced echelon form) matrix you show in post #1 is not completely reduced. An RREF (reduced row echelon form) matrix has 0 entries above and below each leading row entry.

a+2b+3c+4d+5e=6
..........c+7d+8e=9
..............d+πe=##\sqrt 2##

In augmented matrix form, the system above is
##\begin{bmatrix} 1 & 2 & 3 & 4 & 5 &| & 6\\
0 & 0 & 1 & 7 & 8 & | & 9\\
0 & 0 & 0 & 1 & \pi & | & \sqrt 2 \end{bmatrix}##

As an RREF augmented matrix it becomes
##\begin{bmatrix} 1 & 2 & 0 & 0 & r &| & s\\
0 & 0 & 1 & 0 & t & | & u\\
0 & 0 & 0 & 1 & v & | & w \end{bmatrix}##
Note that to save myself some work I've replaced some of the values with the letters r, s, t, u, v, and w.
From the above, the solution can be seen as
a = -2b - re + s
b = b + 0e ------- I.e., b is a free variable that equals itself
c = 0b -te + u
d = 0b - ve + w
e = 0b + 1e ------ e is a free variable that equals itself

The above can be rewritten as a vector equation like so:
##\begin{bmatrix}a\\b\\c\\d\\e\end{bmatrix} = b\begin{bmatrix}-2\\1 \\0 \\0\\0 \end{bmatrix} + e\\
\begin{bmatrix} -r\\0\\ -t \\-v \\1 \end{bmatrix} + \begin{bmatrix} s \\ 0 \\ u \\ w \\ 0 \end{bmatrix}##
b and e (the 2nd and 5th variables) are free, and can be set arbitrarily.

Geometrically, the vector equation above represents a plane in 5-dimensional space.
 
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Related to Free variables for a matrix in REF

What is a free variable in the context of a matrix in Row Echelon Form (REF)?

A free variable in the context of a matrix in Row Echelon Form (REF) is a variable that is not a leading variable in any row. These variables can take any value, and their presence indicates that the system of equations has infinitely many solutions.

How do you identify free variables in a matrix in REF?

To identify free variables in a matrix in REF, look for columns that do not contain leading ones (pivot positions). The variables corresponding to these columns are the free variables. Leading variables are those associated with the pivot positions, while the remaining variables are free.

Why are free variables important in solving systems of linear equations?

Free variables are important because they indicate the degrees of freedom in the solution space of the system of linear equations. Their presence shows that the system has infinitely many solutions, and the values of the free variables can be chosen arbitrarily to generate different solutions.

Can a matrix in Row Echelon Form (REF) have no free variables?

Yes, a matrix in Row Echelon Form (REF) can have no free variables if every variable corresponds to a pivot position. In this case, the system of equations has a unique solution, assuming it is consistent. If the system is inconsistent, there would be no solution.

How do free variables affect the solution set of a linear system?

Free variables affect the solution set of a linear system by allowing for multiple solutions. Each free variable can take any value, leading to a family of solutions that can be expressed in terms of the free variables. This results in an infinite number of possible solutions, forming a solution space that can be described parametrically.

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