Ambar Jain

1paper

1 Paper

COMay 12, 2020
Estimating the Cheeger constant using machine learning

Ambar Jain, Shivam Pal, Kashyap Rajeevsarathy

In this paper, we use machine learning to show that the Cheeger constant of a connected regular graph has a predominant linear dependence on the largest two eigenvalues of the graph spectrum. We also show that a trained deep neural network on graphs of smaller sizes can be used as an effective estimator in estimating the Cheeger constant of larger graphs.