The root laplacian operator or the square root of Laplacian which can be obtained in complete Riemannian manifolds in the Gromov sense has an analog in graph theory as a square root of graph-Laplacian. Some potential applications have been shown in geometric deep learning (spectral clustering) and graph signal processing.
翻译:根拉普拉斯算子,或称拉普拉斯算子的平方根,可在Gromov意义下的完备黎曼流形中获得。在图论中,其对应物为图拉普拉斯算子的平方根。该算子在几何深度学习(谱聚类)与图信号处理中已展现出若干潜在应用。