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Linear Algebra, Optimisation and Numerical Methods / Adjoints, Self-Adjoint, and Normal Operators

Overview

Stage 1 built the geometry an inner product supplies. This short topic opens Stage 2 by building the operator taxonomy the spectral theorem is stated for: the adjoint T∗T^* of a linear map, and the special classes of operator — self-adjoint, normal, unitary/orthogonal — defined by how they relate to their own adjoint. This is deliberately the shortest topic in the unit; its entire job is definitional groundwork for Topic 4, where the payoff (every self-adjoint operator has an orthonormal eigenbasis) is finally proved.

By the end of this topic you should be able to:

  • construct the adjoint of a linear map from its matrix (conjugate transpose);
  • verify whether an operator is self-adjoint, normal, or neither;
  • verify whether an operator is unitary/orthogonal;
  • explain why the three classes are nested (self-adjoint and unitary are both normal, but not each other).

In this lesson

  1. Contents
  2. The big picture

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