We first study Hilbert–Schmidt operators between non-separable Hilbert spaces. We employ concepts such as summable families in normed spaces, the packet summation theorem, and Hilbert bases. We define Hilbert–Schmidt operators and investigate the structure of the Hilbert space (HS(X,Y)), establishing its relationship with the spaces of compact operators (CO(X,Y)), finite-rank operators (F_i(X,Y)), and continuous linear operators (LC(X,Y)). We then consider particular classes of Hilbert–Schmidt operators on the space of almost periodic functions where. Finally, we establish a spectral representation theorem for compact Hermitian operators on non-separable Hilbert spaces, extending the well-known result for separable Hilbert spaces.
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