Significant progress has been made recently on theoretical analysis of estimators for the stochastic block model (SBM). In this paper, we consider the multi-graph SBM, which serves as a foundation for many application settings including dynamic and multi-layer networks. We explore the asymptotic properties of two estimators for the …
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First, we find the complete probabilistic solution to the problem of finding the optimal multilayer SBM for a given aggregate-observed network. Because this solution is computationally intractable, we propose an approximation that enables us to verify that multilayer SBMs are more predictive of network structure in real-world complex systems.
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tic block model (SBM). In this paper, we con-sider the multi-graph SBM, which serves as a foundation for many application settings includ-ing dynamic and multi-layer networks. We ex-plore the asymptotic properties of two estima-tors for the multi-graph SBM, namely spectral clustering and the maximum-likelihood estimate
%0 Conference Paper %T Consistent estimation of dynamic and multi-layer block models %A Qiuyi Han %A Kevin Xu %A Edoardo Airoldi %B Proceedings of the 32nd International Conference on Machine Learning %C Proceedings of Machine Learning Research %D 2015 %E Francis Bach %E David Blei %F pmlr-v37-hanb15 %I PMLR %P 1511--1520 …
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An efficient multilayer machine learning-assisted optimization (ML-MLAO)-based robust design method is proposed for antenna and array applications. Machine learning methods are introduced into multiple layers of the robust design process, including worst-case analysis (WCA), maximum input tolerance hypervolume (MITH) searching, and robust …
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SBM(MMSBM) with a new tensor-based method TWIST to simultaneously cluster net- ... multilayer network embedding, e.g., the TWIST proposed by Jing et al. (2021) and ... Journal of Machine Learning Research, 22(142):1{49, 2021. Shuxiao Chen, Sifan Liu, and Zongming Ma. Global and individualized community detection
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Multilayer networks are a useful data structure for simultaneously capturing multiple types of relationships between a set of nodes. In such networks, each rela ... (SBM). That is, layers in a stratum exhibit similar node-to-community assignments and SBM probability parameters. Fitting the sMLSBM to a multilayer network provides a joint ...
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