Steply

Rank of [1, 2, 0, 1; 2, 4, 1, 4; 1, 2, 1, 3]

Step by step, with the reason for every step · Rank and column space · Linear Algebra

Step by step

The question

Question: find the rank of A.

A = [1, 2, 0, 1; 2, 4, 1, 4; 1, 2, 1, 3]

The rank of A is how many leading 1s it has, after row reducing.

It tells how many columns are really new.

rank: how many leading 1s after row reducing

1 Row reduce

We row reduce A.

= [1, 2, 0, 1; 2, 4, 1, 4; 1, 2, 1, 3]

We call the rows R 1, R 2 and R 3.

We use the three row moves: swap two rows, times a row by a number that is not 0, add a multiple of one row to another.

They never change the answers.

Our goal: a leading 1 in each row, with 0s above and below it.

swap two rows
× a row by a number (not 0)
add a multiple of one row to another
→ [1, 2, 0, 1; 0, 0, 1, 2; 0, 0, 1, 2]
→ [1, 2, 0, 1; 0, 0, 1, 2; 0, 0, 0, 0]

2 Ring the leading 1s

The first number that is not 0 in each row is a 1.

We call it a leading 1, and ring it.

The leading 1s are in columns 1 and 3.

Columns 2 and 4 have none.

leading 1s in columns 1 and 3

3 Count them

2 leading 1s, so the rank of A is 2.

rank A = 2

Every column either has a leading 1 or is free: 2 + 2 = 4.

The rank is also the dimension of the column space: 2.

rank + free columns = columns: 2 + 2 = 4

Careful!

Count the leading 1s, not the rows.

A has 3 rows, but only 2 of them have a leading 1.

Careful: count the leading 1s, not the rows

4 Check

Let's check that column 2 adds nothing new.

In the reduced matrix it holds 2 and 0.

So column 2 should be 2 times column 1.

= 2 × [1; 2; 1]
= [2 × 1; 2 × 2; 2 × 1]
= [2; 4; 2]
= [2; 4; 2]

We get (2, 4, 2): that is column 2 of A.

It is made from the leading columns, so it adds nothing new.

The answer is right!

Let's look back.

First: row reduce.

Then: ring the leading 1s.

Then: count them.

Last: check.

Answer
Careful: count the leading 1s, not the rows

Your turn

Try this one yourself, then check:

Find the rank of A = [1, 1, 0, 3; 2, 2, 1, 7; 1, 1, 1, 4]
Show the answer
rank A = 2

More from Rank and column space

The whole lesson: Rank and column space →