The Math of Measurement

Eigenvalues and Eigenvectors

9 min

Two more intimidating words, one simple idea. Then you are done with this track.

Multiply most arrows by a grid and they swing round to point somewhere new. But a few special arrows do not turn at all — they only get longer or shorter.

Those are the grid's eigenvectors, and how much they stretch is the eigenvalue.

Eigenvectors survive the transformation
generic vectordirection changeseigenvectorA v = λ v
  • before the operator
  • after the operator
Most vectors get rotated by an operator. Eigenvectors only get scaled — they point the same way afterwards. Measurement outcomes are eigenvalues, which is why observables are built from Hermitian matrices: those are guaranteed to have real ones.

Why anyone cares

Three facts, and together they explain most of the notation in this course:

  1. The results you can get are the eigenvalues of whatever question you asked.
  2. After you look, the qubit becomes the matching eigenvector. That is "collapse", stated exactly.
  3. The chance of each result is the overlap from two lessons ago, squared.

So "measuring the normal way" means asking the question Z, whose special directions happen to be |0⟩ and |1⟩.

Worked out in one line

Z is the grid [[1, 0], [0, −1]].

  • Z|0⟩ = +1 × |0⟩ — so |0⟩ is special, with value +1
  • Z|1⟩ = −1 × |1⟩ — so |1⟩ is special, with value −1

Ask Z and you get +1 or −1. Relabel those as 0 and 1 and you have the ordinary measurement you already knew.

Ask X instead and the special directions are |+⟩ and |−⟩. That is the "sideways" measurement — and it is exactly the second basis used in the BB84 protocol in the Cryptography track.

Where this shows up next

Pattern finding

The engine inside Shor's codebreaking algorithm is an eigenvalue hunt

Chemistry

Finding a molecule's lowest energy means finding a smallest eigenvalue

Error fixing

The 'do these agree?' checks are eigenvalue questions in disguise

Three of the most important techniques in the whole field are, underneath, this one idea.

Worth remembering

  • Eigenvectors are the arrows a grid does not turn; eigenvalues are how much they stretch.
  • Measurement results are eigenvalues, and afterwards the qubit sits on the matching eigenvector.
  • Measuring the usual way is asking Z; measuring sideways is asking X.
  • Codebreaking, chemistry and error-fixing are all this idea wearing different hats.