# Lecture Notes on Spectral Graph Methods

arXiv: https://arxiv.org/abs/1608.04845 · HTML: https://mlsanity.com/paper/1608.04845/

## Key facts

- Cited by 3 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 17 Aug 2016.

## Built on by (most cited first, 3 of 3)

- [Recent and Upcoming Developments in Randomized Numerical Linear Algebra for Machine Learning](https://mlsanity.com/paper/2406.11151/) (2024)
- [Spectral Estimation with Free Decompression](https://mlsanity.com/paper/2506.11994/) (2025)
- [Out-of-control Hamiltonian Learning](https://mlsanity.com/paper/2610.06709/) (2026)

## Abstract (arXiv)

These are lecture notes that are based on the lectures from a class I taught on the topic of Spectral Graph Methods at UC Berkeley during the Spring 2015 semester.