Logo image
Sign in
The Normalized Graph Cut and Cheeger Constant: from Discrete to Continuous
Journal article   Open access   Peer reviewed

The Normalized Graph Cut and Cheeger Constant: from Discrete to Continuous

Ery Arias-Castro, Bruno Pelletier and Pierre Pudlo
Advances in Applied Probability, Vol.44(4), pp.907-937
12/2012

Abstract

Cheeger isoperimetric constant of a manifold conductance of a graph neighborhood graph spectral clustering U-processes empirical processes MSC 62G05 62G20
Let M be a bounded domain of a Euclidian space with smooth boundary. We relate the Cheeger constant of M and the conductance of a neighborhood graph defined on a random sample from M. By restricting the minimization defining the latter over a particular class of subsets, we obtain consistency (after normalization) as the sample size increases, and show that any minimizing sequence of subsets has a subsequence converging to a Cheeger set of M.
url
Find in HALView
url
https://doi.org/10.1239/aap/1354716583View
Published (Version of record) Open

Metrics

1 Record Views

Details

Logo image