Change of basis between symmetric matrices Updated 2025-07-16
When we have a symmetric matrix, a change of basis keeps symmetry iff it is done by an orthogonal matrix, in which case:
Eigendecomposition of a real symmetric matrix Updated 2025-07-16
The general result from eigendecomposition of a matrix:becomes:where is an orthogonal matrix, and therefore has .
The orthogonal group is the group of all invertible matrices where the inverse is equal to the transpose Updated 2025-07-16
Let's show that this definition is equivalent to the orthogonal group is the group of all matrices that preserve the dot product.
Note that:and for that to be true for all possible and then we must have:i.e. the matrix inverse is equal to the transpose.
These matricese are called the orthogonal matrices.
TODO is there any more intuitive way to think about this?
Unitary matrix Updated 2025-07-16
Complex analogue of orthogonal matrix.
Applications:
- in quantum computers programming basically comes down to creating one big unitary matrix as explained at: quantum computing is just matrix multiplication