Subsection 2.3.1 Free Variables

There is one possibility for the row reduced form of a matrix that we did not see in Section 2.2.

Example (A System with a Free Variable)

Consider the linear system

We solve it using row reduction:

This row reduced matrix corresponds to the linear system

In what sense is the system solved? We rewrite as

For any value of

there is exactly one value of

that make the equations true. But we are free to choose any value of

We have found all solutions: it is the set of all values

This is called the parametric form for the solution to the linear system. The variable

is called a free variable.

Figure 2 A picture of the solution set (the yellow line) of the linear system in this example. There is a unique solution for every value of

move the slider to change

Given the parametric form for the solution to a linear system, we can obtain specific solutions by replacing the free variables with any specific real numbers. For instance, setting

in the last example gives the solution

gives the solution

Definition

Consider a consistent system of equations in the variables

be a row echelon form of the augmented matrix for this system.

is a free variable if its corresponding column in

In the above example, the variable

was free because the reduced row echelon form matrix was

the free variables are

(The augmentation column is not free because it does not correspond to a variable.)

Recipe: Parametric form

The parametric form of the solution set of a consistent system of linear equations is obtained as follows.

  1. Write the system as an augmented matrix.
  2. Row reduce to reduced row echelon form.
  3. Write the corresponding (solved) system of linear equations.
  4. Move all free variables to the right hand side of the equations.

Moving the free variables to the right hand side of the equations amounts to solving for the non-free variables (the ones that come pivot columns) in terms of the free variables. One can think of the free variables as being independent variables, and the non-free variables being dependent.

Implicit Versus Parameterized Equations

The solution set of the system of linear equations

as we saw in this example. These equations are called the implicit equations for the line: the line is defined implicitly as the simultaneous solutions to those two equations.

The parametric form

can be written as follows:

This called a parameterized equation for the same line. It is an expression that produces all points of the line in terms of one parameter,

One should think of a system of equations as being an implicit equation for its solution set, and of the parametric form as being the parameterized equation for the same set. The parametric form is much more explicit: it gives a concrete recipe for producing all solutions.

Subsection 2.3.2 Parametric Forms in Vector Notation

While you can certainly write parametric solutions in point notation, it turns out that vector notation is ideally suited to writing down parametric forms of solutions.

Example

It is sometimes useful to introduce new letters for the parameters. For instance, instead of writing