222 citations · 1.3k across the 45 of their papers we have counts for
48 papers
Predictability of Human Movements across Industry Sectors using Multilayer Networks
Maisha Islam Sejunti, Melissa Butler, Yingjie Hu +1
Predicting the patterns of human movement is important to applications from urban design to disease control and emergency response. In this work, we leverage machine learning (ML)…
Optimality as a Generative Principle for Network Structure
Guram Mikaberidze, Beso Mikaberidze, Dane Taylor
Most real-world networks have evolved or been engineered to optimize some function, yet a unified framework for studying optimal networks across domains is lacking. We introduce Gr…
Hodge Decomposition Guides the Optimization of Synchronization over Simplicial Complexes
Cameron Purple, Per Sebastian Skardal, Dane Taylor
Despite growing interest in synchronization dynamics over "higher-order" network models, optimization theory for such systems is limited. Here, we study a family of Kuramoto models…
Emergent Topology of Optimal Networks for Synchrony
Guram Mikaberidze, Dane Taylor
Designing high-performing networks requires optimizing for functionality while respecting physical, spatial, or budget constraints. Yet, mathematical and computational tools to des…
Multilayer networks characterize human-mobility patterns by industry sector for the 2021 Texas winter storm
Melissa Butler, Alisha Khan, Francis Osei Tutu Afrifa +2
Understanding human mobility during disastrous events is crucial for emergency planning and disaster management. We develop a methodology to construct time-varying, multilayer netw…
A Parrondo paradox in susceptible-infectious-susceptible dynamics over periodic temporal networks
Maisha Islam Sejunti, Dane Taylor, Naoki Masuda
Many social and biological networks periodically change over time with daily, weekly, and other cycles. Thus motivated, we formulate and analyze susceptible-infectious-susceptible…