The Von Neumann Entropy is a generalisation of Shannon Entropy, useful for analysing the amount of information present in a Qubit. It is given as a function of the Density Operator , namely .

The value of is given by the generalisation of the operator to matrixes. One way of doing this is to diagonalise the Density Operator, take the logarithms along the diagonal, and change the basis back to the original one.

I need to explain why we can diagonalise the matrix, or find a better explanation of . Help me ❓.

For a Density Operator equivalent to a pure Quantum state, the Von Neumann Entropy matches the Shannon Entropy.