144 citations · 354 across the 17 of their papers we have counts for
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cs.SI2017★ 23 cited
From Relational Data to Graphs: Inferring Significant Links using Generalized Hypergeometric Ensembles
Giona Casiraghi, Vahan Nanumyan, Ingo Scholtes +1
The inference of network topologies from relational data is an important problem in data analysis. Exemplary applications include the reconstruction of social ties from data on hum…
cs.SI2017★ 99 cited
When is a Network a Network? Multi-Order Graphical Model Selection in Pathways and Temporal Networks
Ingo Scholtes
We introduce a framework for the modeling of sequential data capturing pathways of varying lengths observed in a network. Such data are important, e.g., when studying click streams…
physics.soc-ph2017★ 10 cited
Higher-order models capture changes in controllability of temporal networks
Yan Zhang, Antonios Garas, Ingo Scholtes
In many complex systems, elements interact via time-varying network topologies. Recent research shows that temporal correlations in the chronological ordering of interactions cruci…