research
∙
01/27/2023
Higher-Order Patterns Reveal Causal Timescales of Complex Systems
The analysis of temporal networks heavily depends on the analysis of tim...
share
research
∙
01/16/2023
Bayesian Detection of Mesoscale Structures in Pathway Data on Graphs
Mesoscale structures are an integral part of the abstraction and analysi...
research
∙
10/27/2022
Bayesian Inference of Transition Matrices from Incomplete Graph Data with a Topological Prior
Many network analysis and graph learning techniques are based on models ...
research
∙
11/29/2021
Inference of time-ordered multibody interactions
We introduce time-ordered multibody interactions to describe complex sys...
research
∙
07/06/2020
Learning the Markov order of paths in a network
We study the problem of learning the Markov order in categorical sequenc...
research
∙
05/27/2019