How high is `high'? Rethinking the roles of dimensionality in topological data analysis and manifold learning

Hannah Sansford, Nick Whiteley, Patrick Rubin-Delanchy

We present a generalised Hanson-Wright inequality and use it to establish new statistical insights into the geometry of data point-clouds. In the setting of a general random functi…