What are the most important/popular applications of eigenvalues and eigenvectors in practical terms, in fields such as computer science and computer graphics?
Wikipedia does mention some but doesn't really elaborate much.
2026-04-01 02:04:29.1775009069
Practical applications of eigenvalues/eigenvectors in computer science
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Eigenvectors and eigenvalues are important for understanding the properties of expander graphs, which I understand to have several applications in computer science (such as derandomizing random algorithms). They also give rise to a graph partitioning algorithm.
Perhaps the most famous application, however, is to Google's PageRank algorithm.