Community detection in the sparse hypergraph stochastic block model
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Abstract (arXiv)
We consider the community detection problem in sparse random hypergraphs. Angelini et al. (2015) conjectured the existence of a sharp threshold on model parameters for community detection in sparse hypergraphs generated by a hypergraph stochastic block model. We solve the positive part of the conjecture for the case of two blocks: above the threshold, there is a spectral algorithm which asymptotically almost surely constructs a partition of the hypergraph correlated with the true partition. Our method is a generalization to random hypergraphs of the method developed by Massouli'e (2014) for sparse random graphs.
Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). First posted on arXiv 11 Apr 2019.
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Citing papers per year: 2021: 5; 2022: 1; 2023: 4; 2024: 1.
11 papers.
- 2021Exact Recovery in the General Hypergraph Stochastic Block Modelcited by 13
- 2021Latent Space Model for Higher-order Networks and Generalized Tensor Decompositioncited by 13
- 2021Partial recovery and weak consistency in the non-uniform hypergraph Stochastic Block Modelcited by 7
- 2022Sparse random hypergraphs: Non-backtracking spectra and community detectioncited by 5
- 2021Nonparametric Modeling of Higher-Order Interactions via Hypergraphonscited by 4
- 2024Low coordinate degree algorithms II: Categorical signals and generalized stochastic block modelscited by 3
- 2021A simpler spectral approach for clustering in directed networkscited by 2
- 2023Multilayer hypergraph clustering using the aggregate similarity matrixcited by 2
- 2023Optimal and exact recovery on the general nonuniform Hypergraph Stochastic Block Modelcited by 2
- 2023Information-Theoretic Limits and Strong Consistency on Binary Non-uniform Hypergraph Stochastic Block Modelscited by 2
- 2023Degree Heterogeneity in Higher-Order Networks: Inference in the Hypergraph boldsymbolβ-Modelcited by 2
- 2024Low coordinate degree algorithms II: Categorical signals and generalized stochastic block models30 Dec 2024
- 2023Degree Heterogeneity in Higher-Order Networks: Inference in the Hypergraph boldsymbolβ-Model6 Jul 2023
- 2023Information-Theoretic Limits and Strong Consistency on Binary Non-uniform Hypergraph Stochastic Block Models12 Jun 2023
- 2023Optimal and exact recovery on the general nonuniform Hypergraph Stochastic Block Model25 Apr 2023
- 2023Multilayer hypergraph clustering using the aggregate similarity matrix27 Jan 2023
- 2022Sparse random hypergraphs: Non-backtracking spectra and community detection14 Mar 2022
- 2021Partial recovery and weak consistency in the non-uniform hypergraph Stochastic Block Model22 Dec 2021
- 2021Latent Space Model for Higher-order Networks and Generalized Tensor Decomposition30 Jun 2021
- 2021Nonparametric Modeling of Higher-Order Interactions via Hypergraphons18 May 2021
- 2021Exact Recovery in the General Hypergraph Stochastic Block Model11 May 2021
- 2021A simpler spectral approach for clustering in directed networks5 Feb 2021