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Geometric analysis on graphs

Spring 2025


Notices

2.

1. Tuesday Lecture room 5203: (15:55-18:20);Thursday Lecture room 5204 : (14:00-15:35).


Lectures and excercises

Lecture 1 Introduction; Harmonic functions and Laplacians on graphs.

Lecture 2 Courant's minimax principle; Bipartite graphs .

Lecture 3 Complete graphs; Diameter and eigenvalues; Alon-Boppana; Cylces; Eigenvalues of Cartesian products (I).

Lecture 4 Eigenvalues of Cartesian products (II); Convergence to equilibrium: random walks and discrete-time heat equation; Cheeger constant.

Lecture 5 Cheeger inequality; A brief comment for possible exteion to higher order inequalities; Qiao-Koolen-Markowsky conjecture: distance-regular graphs, dodecahedron and Hamming graphs; Dual Cheeger constant.

Lecture 6 Dual Cheeger inequality; Relation between Cheeger and dual Cheeger constant; Buser inequality: Introduction; Bakry-Emery curvature.

Lecture 7 Heat semigroup on finite graphs; Characterization of curvature bounds via gradient estimates; Proof of Buser inequality.

Lecture 8 Curvature Matix: linear algebraic and functional viewpoints about Schur complement.

Lecture 9 Curvature Matrix Examples: complete graphs, cycles, lattice graphs, hypercubes, regular trees, complete bipartite graphs, crown graphs, Johnson graphs..

Lecture 10 Curvature Matrix Examples: amply regular graphs; Johnson graphs revisited; locally Petersen graphs..

Lecture 11 Bakry-Emery curvature upper bounds: local and global connectivity.

Lecture 12 Solving heat equation on infinite graphs: Dirichlet Laplacian and Maximal principle.

Lecture 13 Solving heat equation on infinite graphs: Independence of the choices of exhaustions; Stochastic completeness.

Lecture 14 Bakry-Emery curvature lower bounds; Chung-Yau Ricci flat graphs; Gradient estimate characterization.

Homework 1


References

1 Lecture notes for the course in 2021.

2 Qiao, Koolen, Markowsky, On the Cheeger constant for distance-regular graphs, Journal of Combinatorial Theory, Series A 173 (2020), 105227.

3 Horn, Purcilly and Stevens, Graph curvature and local discrepancy, J. Graph Theory 108 (2025), no. 2, 337-360.


Tutorials

Tutor


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Discrete Ricci curvatures 2024 Spring


Differential geometry (H) 2023 Fall


Riemannian geometry 2023 Spring


Differential geometry (H) 2022 Fall


Riemannian geometry 2022 Spring


Geometric analysis on graphs 2021 Fall


Riemannian Geometry 2021 Spring


Differential Geometry 2020 Fall


Riemannian Geometry 2020 Spring


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Differential Geometry 2019 Fall


Riemannian Geometry 2019 Spring


Differential Geometry 2018 Fall


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Riemannian Geometry 2018 Spring


Differential Geometry 2017 Fall


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Teaching in Durham