Topology identification and learning over graphs: Accounting for nonlinearities and dynamics
GB Giannakis, Y Shen… - Proceedings of the …, 2018 - ieeexplore.ieee.org
Identifying graph topologies as well as processes evolving over graphs emerge in various
applications involving gene-regulatory, brain, power, and social networks, to name a few …
applications involving gene-regulatory, brain, power, and social networks, to name a few …
Autoregressive graph Volterra models and applications
Graph-based learning and estimation are fundamental problems in various applications
involving power, social, and brain networks, to name a few. While learning pair-wise …
involving power, social, and brain networks, to name a few. While learning pair-wise …
Local topology inference of mobile robotic networks under formation control
The interaction topology is critical for efficient cooperation of mobile robotic networks
(MRNs). We focus on the local topology inference problem of MRNs under formation control …
(MRNs). We focus on the local topology inference problem of MRNs under formation control …
Self-driven graph volterra models for higher-order link prediction
Link prediction is one of the core problems in network and data science with widespread
applications. While predicting pairwise nodal interactions (links) in network data has been …
applications. While predicting pairwise nodal interactions (links) in network data has been …
Topology inference for networked dynamical systems: A causality and correlation perspective
Networked dynamical systems (NDSs) have gained considerable attention in recent years,
where the networked agents cooperate to accomplish the common task through the …
where the networked agents cooperate to accomplish the common task through the …
I can read your mind: Control mechanism secrecy of networked dynamical systems under inference attacks
Recent years have witnessed the fast advance of security research for networked dynamical
system (NDS). Considering the latest inference attacks that enable stealthy and precise …
system (NDS). Considering the latest inference attacks that enable stealthy and precise …