222 citations · 1.8k across the 48 of their papers we have counts for
4 papers · 1 filter
Data Fusion Reconstruction of Spatially Embedded Complex Networks
Jie Sun, Fernando J. Quevedo, Erik Bollt
We introduce a kernel Lasso (kLasso) optimization that simultaneously accounts for spatial regularity and network sparsity to reconstruct spatial complex networks from data. Throug…
Causation entropy from symbolic representations of dynamical systems
Carlo Cafaro, Warren M. Lord, Jie Sun +1
Identification of causal structures and quantification of direct information flows in complex systems is a challenging yet important task, with practical applications in many field…
Identifying Coupling Structure in Complex Systems through the Optimal Causation Entropy Principle
Jie Sun, Carlo Cafaro, Erik M. Bollt
Inferring the coupling structure of complex systems from time series data in general by means of statistical and information-theoretic techniques is a challenging problem in applie…
Dynamic Computation of Network Statistics via Updating Schema
Jie Sun, James P. Bagrow, Erik M. Bollt +1
In this paper we derive an updating scheme for calculating some important network statistics such as degree, clustering coefficient, etc., aiming at reduce the amount of computatio…