##### MATLAB For Dummies

You can perform reduction using MATLAB, and doing so requires only a couple of steps. Reduction lets you see the structure of what a matrix represents, as well as to write solutions to the system. MATLAB provides the rref() function to produce the Reduced Row Echelon Form (RREF). There is an interesting tool that you can use to see the steps required to produce RREF using any matrix as input.

The first step is to create the matrix. In this case, the example uses a magic square. Type A = magic(5) and press Enter. The magic() function will produce a magic square of any size for you. The output you see is

```A =
17 24  1  8 15
23  5  7 14 16
4  6 13 20 22
10 12 19 21  3
11 18 25  2  9```

The second step is to perform the reduction. Type rref(A) and press Enter. Any nonsingular matrix will reduce to identity, as follows:

```ans =
1  0  0  0  0
0  1  0  0  0
0  0  1  0  0
0  0  0  1  0
0  0  0  0  1```

You can use rref() to solve linear equations. In this case, if A*x=y and y=[1;0;0;0;0], then B=rref([A,y]) solves the equation. The following steps demonstrate how this works:

1. Type y=[1;0;0;0;0]; and press Enter.

2. Type A=magic(5); and press Enter.

3. Type B=rref([A,y]) and press Enter.

You see the following output:

```B =
1.0000  0  0  0  0 -0.0049
0 1.0000  0  0  0 0.0431
0  0 1.0000  0  0 -0.0303
0  0  0 1.0000  0 0.0047
0  0  0  0 1.0000 0.0028```
4. Type x=B(:,6) and press Enter.

You see the following output:

```x =
-0.0049
0.0431
-0.0303
0.0047
0.0028```

At this point, you want to test the equation.

5. Type A*x and press Enter.

You see the following output:

```ans =
0.9999
-0.0001
-0.0001
-0.0001
-0.0001```

Notice that the output values match the original value of y to within a small amount. In other words, the steps have proven the original equation, A*x=y, true.

John Paul Mueller is an author and technical editor with experience in application development, database management, machine learning, and deep learning. He has written hundreds of books and articles helping everyday people learn everything from networking to database management.

John Mueller has produced 114 books and more than 600 articles on topics ranging from functional programming techniques to working with Amazon Web Services (AWS). Luca Massaron, a Google Developer Expert (GDE),??interprets big data and transforms it into smart data through simple and effective data mining and machine learning techniques.