A beautiful example of applications of linear algebra in linear PDEs is the theory of harmonic functions. With linear algebra and very few analysis one completely characterizes e.g. the space of "spherical harmonics", the eigenfunctions of the spherical Laplacian, which are the n-dimensional analogue of the trigonometric functions sin and cos.
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