222 citations · 768 across the 61 of their papers we have counts for
6 papers · 1 filter
A Dynamical System for PageRank with Time-Dependent Teleportation
David F. Gleich, Ryan A. Rossi
We propose a dynamical system that captures changes to the network centrality of nodes as external interest in those nodes vary. We derive this system by adding time-dependent tele…
What if CLIQUE were fast? Maximum Cliques in Information Networks and Strong Components in Temporal Networks
Ryan A. Rossi, David F. Gleich, Assefaw H. Gebremedhin +1
Exact maximum clique finders have progressed to the point where we can investigate cliques in million-node social and information networks, as well as find strongly connected compo…
Dynamic Behavioral Mixed-Membership Model for Large Evolving Networks
Ryan Rossi, Brian Gallagher, Jennifer Neville +1
The majority of real-world networks are dynamic and extremely large (e.g., Internet Traffic, Twitter, Facebook, ...). To understand the structural behavior of nodes in these large…
Transforming Graph Representations for Statistical Relational Learning
Ryan A. Rossi, Luke K. McDowell, David W. Aha +1
Relational data representations have become an increasingly important topic due to the recent proliferation of network datasets (e.g., social, biological, information networks) and…
Dynamic PageRank using Evolving Teleportation
Ryan A. Rossi, David F. Gleich
The importance of nodes in a network constantly fluctuates based on changes in the network structure as well as changes in external interest. We propose an evolving teleportation a…
Role-Dynamics: Fast Mining of Large Dynamic Networks
Ryan Rossi, Brian Gallagher, Jennifer Neville +1
To understand the structural dynamics of a large-scale social, biological or technological network, it may be useful to discover behavioral roles representing the main connectivity…