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Math · Linear Algebra

Chapter 1: Vectors and Linear Combinations

Linear Combinations and Span

Everything you can reach from where you started.

Lesson
2
Time
About 23 minutes
0 of 12 done
Part 1 of 7Let's Learn

Step 1: Let's Learn

Read it, or press Listen and follow the words.

Watch the idea first — 52 seconds. Then read on, and try it yourself in the next step.

Do ⟨1, 2⟩ and ⟨3, 6⟩ span the plane?

  1. 1⟨3, 6⟩ = 3⟨1, 2⟩the second is a multiple of the first
  2. 2a⟨1, 2⟩ + b⟨3, 6⟩ = (a + 3b)⟨1, 2⟩every combination is a multiple of ⟨1, 2⟩
  3. Answerno: the span is the line through ⟨1, 2⟩one direction only

A linear combination scales some vectors and adds the results, au + bv, and those are the only two operations linear algebra allows. The span of a set is every point its combinations can reach. One non-zero vector spans a line; two in different directions span the whole plane; two that line up still span only a line. Every span contains the origin.

Span

The span is the set of all destinations. Ask: starting from the origin, walking only along these arrows and their multiples, where can I get? For ⟨2, 1⟩ and ⟨1, 3⟩ the answer is everywhere.

One vector

Scaling ⟨1, 2⟩ by every number traces the line through it and the origin: ⟨2, 4⟩, ⟨−1, −2⟩, ⟨0.5, 1⟩. That line is its span, and nothing off the line is reachable.

Two directions

Can ⟨7, 8⟩ be reached from ⟨2, 1⟩ and ⟨1, 3⟩? a⟨2, 1⟩ + b⟨1, 3⟩ = ⟨7, 8⟩ means 2a + b = 7 and a + 3b = 8. Solve: b = 7 − 2a, so a + 21 − 6a = 8, a = 2.6, b = 1.8.

Check the weights

2.6⟨2, 1⟩ + 1.8⟨1, 3⟩ = ⟨5.2 + 1.8, 2.6 + 5.4⟩ = ⟨7, 8⟩. Any target gives a solvable system, because the two directions differ. The span is the plane.

Unless they line up

If the second vector is a multiple of the first, it adds no new direction, and the system for a target off the line has no solution. Check for multiples first: compare the ratios of the entries.

Every span holds the origin

Taking every coefficient zero returns the zero vector, so no span can avoid the origin. A line that misses the origin is not the span of anything.

Step 2: Try It Yourself

Tap and try it out.

Press Next step. Ratio test, then a system, then substitute back.

u = ⟨2, 1⟩, v = ⟨1, 3⟩. Decide whether they span the plane, then find the weights that reach ⟨7, 8⟩ and check them

  1. 11/2 ≠ 3/1: neither is a multiple of the othertwo different directions
Step 0 of 4
The two arrows are your building blocks. Make them parallel and the shaded region collapses to a line: their span has lost a dimension.
ij
  • i-hat lands on(2, 1)
  • j-hat lands on(1, 3)
  • Determinant5

The shaded parallelogram is the image of the unit square, and its area is 5. That is exactly what the determinant measures.

Step 3: In Real Life

Mixing paint

Red and blue paint span every purple. Add yellow and you span far more. What colors you can reach from your starting tubes is a span.

Step 4: Watch an Example

One step at a time.

Watch Rafael Test a Span

Rafael asks whether ⟨1, 2⟩ and ⟨3, 6⟩ span the whole plane.

  1. Step 1

    He compares the vectors entry by entry and notices the second is exactly 3 times the first.

Step 5: Your Turn

Practice makes it stick.

The Combination

Problem 1 of 2

2⟨1, 3⟩ + 4⟨2, 0⟩. What is the first entry?

The Line

Problem 2 of 2

Two vectors that are multiples of each other. What is the dimension of their span?

What Can You Reach

1 of 8

3⟨2, 1⟩ + 2⟨0, 5⟩. What is the second entry?

2 of 8

The span of a single non-zero vector. What is its dimension?

3 of 8

⟨1, 0⟩ and ⟨0, 1⟩. What is the dimension of their span?

4 of 8

⟨2, 4⟩ and ⟨1, 2⟩. What is the dimension of their span?

5 of 8

Does the origin belong to every span?

6 of 8

The span of the zero vector alone. What is its dimension?

7 of 8

Sort each pair of vectors by what they span.

Tap something to move it.

  • Empty
  • Empty

8 of 8

0⟨5, 7⟩ + 0⟨2, 9⟩. What is the first entry?

Step 6: Quick Check

Show what you know.

Question 1 of 2

⟨4, 8⟩ and ⟨1, 2⟩. What is the dimension of their span?

Question 2 of 2

What is the span of a set of vectors?

What You Learned

  • A linear combination scales vectors and adds them, and nothing else is allowed.
  • The span is every point those combinations can reach, and it always holds the origin.
  • Two vectors in different directions span the plane; a multiple adds no new direction and leaves a line.
  • Reaching a target means solving one equation per entry for the weights.