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20072025
most citedStatistical inference on random dot product graphs: a survey

118 citations · 1.3k across the 129 of their papers we have counts for

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Showing 2012 · stat.MLShow all

7 papers · 2 filters

stat.ML2012★ 56 cited

Universally consistent vertex classification for latent positions graphs

Minh Tang, Daniel L. Sussman, Carey E. Priebe

In this work we show that, using the eigen-decomposition of the adjacency matrix, we can consistently estimate feature maps for latent position graphs with positive definite link f…

stat.ML2012★ 1 cited

Statistical inference on errorfully observed graphs

Carey E. Priebe, Daniel L. Sussman, Minh Tang +1

Statistical inference on graphs is a burgeoning field in the applied and theoretical statistics communities, as well as throughout the wider world of science, engineering, business…

stat.ML2012★ 61 cited

Anomaly Detection in Time Series of Graphs using Fusion of Graph Invariants

Youngser Park, Carey E. Priebe, Abdou Youssef

Given a time series of graphs G(t) = (V, E(t)), t = 1, 2, ..., where the fixed vertex set V represents "actors" and an edge between vertex u and vertex v at time t (uv \in E(t)) re…

stat.ML2012

Generalized Canonical Correlation Analysis for Disparate Data Fusion

Ming Sun, Carey E. Priebe, Minh Tang

Manifold matching works to identify embeddings of multiple disparate data spaces into the same low-dimensional space, where joint inference can be pursued. It is an enabling method…

stat.ML2012

Seeded Graph Matching

Donniell E. Fishkind, Sancar Adali, Heather G. Patsolic +4

Given two graphs, the graph matching problem is to align the two vertex sets so as to minimize the number of adjacency disagreements between the two graphs. The seeded graph matchi…

stat.ML2012★ 8 cited

Universally Consistent Latent Position Estimation and Vertex Classification for Random Dot Product Graphs

Daniel L. Sussman, Minh Tang, Carey E. Priebe

In this work we show that, using the eigen-decomposition of the adjacency matrix, we can consistently estimate latent positions for random dot product graphs provided the latent po…