Hodge Laplacians on Graphs
Lek‐Heng Lim
University of Chicago
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摘要与影响
This is an elementary introduction to the Hodge Laplacian on a graph, a higher-order generalization of the graph Laplacian. We will discuss basic properties including cohomology and Hodge theory. The main feature of our approach is simplicity, requiring only knowledge of linear algebra and graph theory. We have also isolated the algebra from the topology to show that a large part of cohomology and Hodge theory is nothing more than the linear algebra of matrices satisfying $AB = 0$. For the remaining topological aspect, we cast our discussion entirely in terms of graphs as opposed to less familiar topological objects like simplicial complexes.
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计算机 / AITopological and Geometric Data Analysis
Homotopy and Cohomology in Algebraic Topology · Geometric and Algebraic Topology
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