Directed mixed membership stochastic blockmodel

arXiv:2101.02307 · stat.ML, cs.LG, cs.SI · Submitted 2021-01-07 · Read on arXiv

stat.ML, cs.LG, cs.SI

Submitted: 2021-01-07

Updated: 2026-09-06

Journal ref: Qing H, Wang J. Directed mixed membership stochastic blockmodel. Information Sciences. 2026 Apr 30:123577

DOI: 10.1016/j.ins.2026.123577

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Adjacency Matrix — 18× in this paper · explained in 1 episode
• Clustering — 16× in this paper · explained in 2 episodes
• Sparsity — 15× in this paper · explained in 4 episodes
• Mixed Membership Stochastic Blockmodel — 11× in this paper
• Spectral clustering — 8× in this paper · explained in 2 episodes
• Consistency — 7× in this paper · explained in 3 episodes
• Membership Reconstruction — 4× in this paper
• Column Ideal Simplex — 3× in this paper
• Vertex Hunting — 3× in this paper
• Successive Projection — 2× in this paper
• Generative Model — 1× in this paper · explained in 2 episodes
• K Probability Mass Function — 1× in this paper
• Modularity — 1× in this paper · explained in 9 episodes
• Singular Value Decomposition (SVD) — 1× in this paper · explained in 2 episodes

Sources

• Spectral Methods for Data Science: A Statistical Perspective
• Mixed Membership Estimation for Social Networks
• Unified $\ell_{2\rightarrow\infty}$ Eigenspace Perturbation Theory for Symmetric Random Matrices
• Analysis of spectral clustering algorithms for community detection: the general bipartite setting

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• One Permutation Is All You Need: Fast, Deterministic Feature Importance and Model Stress-Testing
• Online Conformal Prediction for Non-Exchangeable Panel Data
• Deep Time-Series Forecasting in 10 Years: A Survey