We study products of eigenfunctions of the Laplacian $-\Delta \phi_{\lambda} = \lambda \phi_{\lambda}\phi_{\mu}, \phi_{\lambda}\mu \leq \lambda$, then one would perhaps expect their product to be mostly a linear combination of eigenfunctions with eigenvalue close to . This can faily quite dramatically: on , we see that has half of its mass at eigenvalue 1. Conversely, the product and the heuristic is valid. We show that the main reason is that in the first example ‘the waves point in the same direction’: if the heuristic fails and multiplication carries mass to lower frequencies, then and are strongly correlated at scale (the shorter wavelength) where is the classical heat kernel and . This turns out to be a fairly fundamental principle and is even valid for the Hadamard product of eigenvectors of a Graph Laplacian.

生成讲解博客的中文版本

生成AI智能校验的中文版本