Spectral graph theory

Network

In spectral light, graphs weave,
Embedding tales they conceive,
Hidden patterns achieve.
--ChatGPT

4. Spectral graph theory#

In this chapter, we look at network data.

This chapter has three main objectives:

  1. To define basic graph concepts.

  2. To introduce ideas from spectral graph theory, in particular the eigenvalues of the Laplacian and variational characterization.

  3. To discuss and implement some applications, including community detection and image segmentation.

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