27 citations · 64 across the 25 of their papers we have counts for
7 papers · 1 filter
Privacy Shadow: Measuring Node Predictability and Privacy Over Time
Ivan Brugere, Tanya y. Berger-Wolf
The structure of network data enables simple predictive models to leverage local correlations between nodes to high accuracy on tasks such as attribute and link prediction. While t…
Inferring Network Structure From Data
Ivan Brugere, Tanya Y. Berger-Wolf
Networks are complex models for underlying data in many application domains. In most instances, raw data is not natively in the form of a network, but derived from sensors, logs, i…
Network Model Selection for Task-Focused Attributed Network Inference
Ivan Brugere, Chris Kanich, Tanya Y. Berger-Wolf
Networks are models representing relationships between entities. Often these relationships are explicitly given, or we must learn a representation which generalizes and predicts ob…
Evaluating Social Networks Using Task-Focused Network Inference
Ivan Brugere, Chris Kanich, Tanya Y. Berger-Wolf
Networks are representations of complex underlying social processes. However, the same given network may be more suitable to model one behavior of individuals than another. In many…
A General Framework For Task-Oriented Network Inference
Ivan Brugere, Chris Kanich, Tanya Y. Berger-Wolf
We present a brief introduction to a flexible, general network inference framework which models data as a network space, sampled to optimize network structure to a particular task.…
Network Structure Inference, A Survey: Motivations, Methods, and Applications
Ivan Brugere, Brian Gallagher, Tanya Y. Berger-Wolf
Networks represent relationships between entities in many complex systems, spanning from online social interactions to biological cell development and brain connectivity. In many c…
Coordination Event Detection and Initiator Identification in Time Series Data
Chainarong Amornbunchornvej, Ivan Brugere, Ariana Strandburg-Peshkin +3
Behavior initiation is a form of leadership and is an important aspect of social organization that affects the processes of group formation, dynamics, and decision-making in human…