Lesson 5.1 · 18 of 25 lessons

Eigenvectors

Start with directions preserved by a transform and see how diagonalization simplifies the action.

Open the interactive animation

01 · Story

What to verify in this scene

Follow the explanations and operations, then identify the mathematical evidence that remains in the final scene.

  1. 01

    e keeps its direction through D, while q changes direction

  2. 02

    Apply D and compare the direction of the two vectors

  3. 03

    e stayed on the same line and only doubled in length
    A vector whose direction is preserved is an eigenvector

02 · Notebook

The runnable notebook

This source creates the mathematical objects and controls the order of operations and animation. Read it here, then play the same scene yourself.

2d
zoom 9/10
grid off
relative-grid on
coordinates on

2 0  #D
0 1

1, 0  #e@
1, 1  #q@
// {{e}} keeps its direction through {{D}}, while {{q}} changes direction
focus e q
checkpoint Eigenvectors

focus -
// Apply {{D}} and compare the direction of the two vectors
D
// {{e}} stayed on the same line and only doubled in length\nA vector whose direction is preserved is an **eigenvector**
focus e
Open the interactive animation

03 · Unit 5

Lessons in this unit

Eigenvalues & eigenvectors — Start with directions preserved by a transform and see how diagonalization simplifies the action.

  1. 5.1Eigenvectors
  2. 5.2Diagonalization