I am confused as to what hermiticity of an operator means when given a basis set.
My course notes say that hermitian operators in Hilbert space stay unchanged under it's complex conjugate:
$$<n|A|m>^* = <m|A|n>.$$
And that mathematically hermiticity imply that the eigenvalues are always real, and there exists an orthonormal set of eigenvectors.
The 'completeness relation' says that:
$$\hat A\Sigma_n|n><n|=\Sigma_n\lambda_n|n><n|, $$
With $\hat A$ the operator, $|n><n|$ the orthonormal set and $\lambda$ the eigenvalues.
My question is:
Given an orthonormal basis $|\psi_n>$ in Hilbert space of an operator so that:
$$\hat A|\psi_n>=a_i|\psi_n>,$$
or a linear combination (eg. $\hat A|\psi_n>=a_i|\psi_n>+\space b_i|\psi_n>+...$),
Does this also mean that operator $\hat A$ is always hermitian, or is it only hermitian if the coëfficients $a_i$ are real? Are in this case $a_i$ eigenvalues or are they coëfficients determining the chance a certain observation $|a_i|^2/N^2<\psi_n|\psi_n>$, ($N$ is normalisation), takes place? If these are not the eigenvalues, how are they determined from this basis set?