46 citations · 49 across the 4 of their papers we have counts for
4 papers
Manifold learning for parameter reduction
Alexander Holiday, Mahdi Kooshkbaghi, Juan M. Bello-Rivas +3
Large scale dynamical systems (e.g. many nonlinear coupled differential equations) can often be summarized in terms of only a few state variables (a few equations), a trait that re…
Data mining when each data point is a network
Karthikeyan Rajendran, Assimakis A. Kattis, Alexander Holiday +2
We discuss the problem of extending data mining approaches to cases in which data points arise in the form of individual graphs. Being able to find the intrinsic low-dimensionality…
Equation-free analysis of a dynamically evolving multigraph
Alexander Holiday, Ioannis G. Kevrekidis
In order to illustrate the adaptation of traditional continuum numerical techniques to the study of complex network systems, we use the equation-free framework to analyze a dynamic…
Modeling epidemics on adaptively evolving networks: a data-mining perspective
Assimakis A. Kattis, Alexander Holiday, Ana-Andreea Stoica +1
The exploration of epidemic dynamics on dynamically evolving ("adaptive") networks poses nontrivial challenges to the modeler, such as the determination of a small number of inform…