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A Statistical Interpretation of Spectral Embedding: The Generalised Random Dot Product Graph
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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Random Dot Product Graph Models for Social Networks
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MCLUST: Software for Model-Based Cluster Analysis
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A tutorial on spectral clustering
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A Limit Theorem for Scaled Eigenvectors of Random Dot Product Graphs
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Representations for partially exchangeable arrays of random variables
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Stochastic blockmodels: First steps
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Automatic dimensionality selection from the scree plot via the use of profile likelihood
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Models of core/periphery structures
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Modularity and community structure in networks
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Network histograms and universality of blockmodel approximation
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On a two-truths phenomenon in spectral graph clustering
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Scan Statistics for the Online Detection of Locally Anomalous Subgraphs
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Spectral Clustering on Spherical Coordinates Under the Degree-Corrected Stochastic Blockmodel
inferredcites →https://doi.org/10.1080/01621459.2012.699795openalex-snapshot
A Consistent Adjacency Spectral Embedding for Stochastic Blockmodel Graphs
inferredcites →https://doi.org/10.1080/01621459.2020.1751645openalex-snapshot
Estimating Mixed Memberships With Sharp Eigenvector Deviations
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Networks: An Introduction
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Signal-plus-noise matrix models: eigenvector deviations and fluctuations
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Stochastic blockmodels and community structure in networks
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Normalized cuts and image segmentation
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Network-wide anomaly detection via the Dirichlet process
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inferredcites →https://doi.org/10.1109/tsp.2015.2508778openalex-snapshot
A Fast Hyperplane-Based Minimum-Volume Enclosing Simplex Algorithm for Blind Hyperspectral Unmixing
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Cyber security data sources for dynamic network research
inferredcites →https://doi.org/10.1145/3340531.3411959openalex-snapshot
CSNE: Conditional Signed Network Embedding
inferredcites →https://doi.org/10.1145/3344548openalex-snapshot
Extraction and Analysis of Fictional Character Networks
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Lower Bounds for the Partitioning of Graphs
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Concurrency and Network Disassortativity
inferredcites →https://doi.org/10.1198/016214502388618906openalex-snapshot
Latent Space Approaches to Social Network Analysis
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Model-Based Clustering, Discriminant Analysis, and Density Estimation
inferredcites →https://doi.org/10.1198/jcgs.2009.07177openalex-snapshot
Simulation of the Matrix Bingham–von Mises–Fisher Distribution, With Applications to Multivariate and Relational Data
inferredcites →https://doi.org/10.1214/11-aos887openalex-snapshot
Spectral clustering and the high-dimensional stochastic blockmodel
inferredcites →https://doi.org/10.1214/14-aos1274openalex-snapshot
Consistency of spectral clustering in stochastic block models
inferredcites →https://doi.org/10.1214/14-aos1285openalex-snapshot
Role of normalization in spectral clustering for stochastic blockmodels
inferredcites →https://doi.org/10.1214/14-ejs978openalex-snapshot
Perfect clustering for stochastic blockmodel graphs via adjacency spectral embedding
inferredcites →https://doi.org/10.1214/17-aos1623openalex-snapshot
Limit theorems for eigenvectors of the normalized Laplacian for random graphs
inferredcites →https://doi.org/10.1214/18-aos1752openalex-snapshot
The two-to-infinity norm and singular subspace geometry with applications to high-dimensional statistics
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Network representation using graph root distributions
inferredcites →https://doi.org/10.1214/20-sts787openalex-snapshot
On Estimation and Inference in Latent Structure Random Graphs
inferredcites →https://doi.org/10.1561/9781680834772openalex-snapshot
Community Detection and Stochastic Block Models
inferredcites →https://doi.org/10.21136/cmj.1973.101168openalex-snapshot
Algebraic connectivity of graphs
inferredcites →https://doi.org/10.37236/3576openalex-snapshot
Spectra of Edge-Independent Random Graphs
inferredcites →https://doi.org/10.48550/arxiv.0705.4485openalex-snapshot
Mixed membership stochastic blockmodels
inferredcites →https://doi.org/10.48550/arxiv.0711.1146openalex-snapshot
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inferredcites →https://doi.org/10.48550/arxiv.1309.4111openalex-snapshot
Regularized Spectral Clustering under the Degree-Corrected Stochastic Blockmodel
inferredcites →https://doi.org/10.48550/arxiv.1703.02998openalex-snapshot
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inferredcites →https://doi.org/10.48550/arxiv.1705.04518openalex-snapshot
Consistency of adjacency spectral embedding for the mixed membership stochastic blockmodel
inferredcites →https://doi.org/10.48550/arxiv.1709.05454openalex-snapshot
Statistical inference on random dot product graphs: a survey
inferredcites →https://doi.org/10.48550/arxiv.1710.10936openalex-snapshot
Asymptotically efficient estimators for stochastic blockmodels: the naive MLE, the rank-constrained MLE, and the spectral
inferredcites →https://doi.org/10.48550/arxiv.2003.14250openalex-snapshot
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inferredcites →https://doi.org/10.48550/arxiv.2106.01260openalex-snapshot
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inferredcites →https://doi.org/10.7551/mitpress/1120.001.0001openalex-snapshot
Advances in Neural Information Processing Systems 14
inferredcites →https://doi.org/10.7551/mitpress/7503.001.0001openalex-snapshot
Advances in Neural Information Processing Systems 19
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