Strong consistency of spectral clustering for stochastic block models
In this paper we prove the strong consistency of several methods based on the spectral clustering techniques that are widely used to study the community detection problem in stochastic block models (SBMs). We show that under some weak conditions on the minimal degree, the number of communities, and...
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Main Authors: | , , |
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Format: | text |
Language: | English |
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Institutional Knowledge at Singapore Management University
2019
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Subjects: | |
Online Access: | https://ink.library.smu.edu.sg/soe_research/2278 https://ink.library.smu.edu.sg/context/soe_research/article/3277/viewcontent/Strong_consistency_Stochastic_Block_modles_2019_wp.pdf |
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Institution: | Singapore Management University |
Language: | English |