Affiliation:
1. Department of Electrical Engineering and Computer Science Massachusetts Institute of Technology Cambridge Massachusetts USA
Abstract
AbstractIn the anisotropic random geometric graph model, vertices correspond to points drawn from a high‐dimensional Gaussian distribution and two vertices are connected if their distance is smaller than a specified threshold. We study when it is possible to hypothesis test between such a graph and an Erdős‐Rényi graph with the same edge probability. If is the number of vertices and is the vector of eigenvalues, Eldan and Mikulincer, Geo. Aspects Func. Analysis: Israel seminar, 2017 shows that detection is possible when and impossible when . We show detection is impossible when , closing this gap and affirmatively resolving the conjecture of Eldan and Mikulincer, Geo. Aspects Func. Analysis: Israel seminar, 2017.
Subject
Applied Mathematics,Computer Graphics and Computer-Aided Design,General Mathematics,Software
Reference17 articles.
1. M.Brennan G.Bresler andB.Huang.De Finetti‐style results for Wishart matrices: Combinatorial structure and phase transitions. arXiv preprint arXiv:2103.14011.2021.
2. Phase transitions for detecting latent geometry in random graphs
3. Testing for high-dimensional geometry in random graphs
4. Entropic CLT and phase transition in high‐dimensional Wishart matrices;Bubeck S.;Int. Math. Res. Not.,2018
5. Multivariate normal approximation using exchange‐able pairs;Chatterjee S.;Alea,2008
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. On the Fourier Coefficients of High-Dimensional Random Geometric Graphs;Proceedings of the 56th Annual ACM Symposium on Theory of Computing;2024-06-10