98 citations · 370 across the 39 of their papers we have counts for
19 papers · 1 filter
From Network Inequality to Network Fairness: A Perspective on Responsible Decision-Making
Lisette Espín-Noboa, Tina Eliassi-Rad, Pak-Hang Wong +5
Social networks shape how individuals make decisions and how opportunities are distributed. However, the mechanisms that generate these networks often reflect pre-existing inequali…
Complex Network Effects on the Robustness of Graph Convolutional Networks
Benjamin A. Miller, Kevin Chan, Tina Eliassi-Rad
Vertex classification -- the problem of identifying the class labels of nodes in a graph -- has applicability in a wide variety of domains. Examples include classifying subject are…
Using Overlapping Methods to Counter Adversaries in Community Detection
Benjamin A. Miller, Kevin Chan, Tina Eliassi-Rad
When dealing with large graphs, community detection is a useful data triage tool that can identify subsets of the network that a data analyst should investigate. In an adversarial…
Defense Against Shortest Path Attacks
Benjamin A. Miller, Zohair Shafi, Wheeler Ruml +3
Identifying shortest paths between nodes in a network is an important task in many applications. Recent work has shown that a malicious actor can manipulate a graph to make traffic…
Optimal Intervention on Weighted Networks via Edge Centrality
Dongyue Li, Tina Eliassi-Rad, Hongyang R. Zhang
Suppose there is a spreading process such as an infectious disease propagating on a graph. How would we reduce the number of affected nodes in the spreading process? This question…
Attacking Shortest Paths by Cutting Edges
Benjamin A. Miller, Zohair Shafi, Wheeler Ruml +3
Identifying shortest paths between nodes in a network is a common graph analysis problem that is important for many applications involving routing of resources. An adversary that c…