What's the connection between differential equations and eigenfunctions/eigenvalues?

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I've read differential equations can be understood as "eigenproblems" (using linear algebra concepts, basically), but I'm struggling to see just how.

Could somebody help me out in this? I'm aware it's a very general question, but even a book suggestion or online reference would do wonders for me.

Thanks in advance!