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What properties must general orthogonal matrices possess?

General orthogonal matrices require columns that are both unit-length and mutually perpendicular. These two properties together define orthonormal columns, which ensure optimal numerical conditioning.

Conditions

  • The matrix is classified as an orthogonal matrix.

Reasoning, step by step

  1. Check the length of each column vector; it must be one (unit-length).
  2. Check the dot product between any two distinct column vectors; it must be zero (mutually perpendicular).
  3. Conclude that satisfying both conditions makes the columns orthonormal.

Example

General orthogonal matrices require unit-length as well as mutually perpendicular columns.

Common misconceptions

  • Thinking that mutually perpendicular columns are sufficient without requiring unit length.
  • Believing that unit-length columns are sufficient without requiring mutual perpendicularity.

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