314 citations · 444 across the 20 of their papers we have counts for
5 papers · 1 filter
Higher-Order Patterns Reveal Causal Timescales of Complex Systems
Luka V. Petrović, Anatol Wegner, Ingo Scholtes
The analysis of temporal networks heavily depends on the analysis of time-respecting paths. However, before being able to model and analyze the time-respecting paths, we have to in…
Sequential Motifs in Observed Walks
Timothy LaRock, Ingo Scholtes, Tina Eliassi-Rad
The structure of complex networks can be characterized by counting and analyzing network motifs. Motifs are small subgraphs that occur repeatedly in a network, such as triangles or…
Inference of time-ordered multibody interactions
Unai Alvarez-Rodriguez, Luka V. Petrović, Ingo Scholtes
We introduce time-ordered multibody interactions to describe complex systems manifesting temporal as well as multibody dependencies. First, we show how the dynamics of multivariate…
Higher-Order Aggregate Networks in the Analysis of Temporal Networks: Path structures and centralities
Ingo Scholtes, Nicolas Wider, Antonios Garas
Recent research on temporal networks has highlighted the limitations of a static network perspective for our understanding of complex systems with dynamic topologies. In particular…
Causality-Driven Slow-Down and Speed-Up of Diffusion in Non-Markovian Temporal Networks
Ingo Scholtes, Nicolas Wider, Rene Pfitzner +3
Recent research has highlighted limitations of studying complex systems with time-varying topologies from the perspective of static, time-aggregated networks. Non-Markovian charact…