43 citations · 43 across the 1 of their papers we have counts for
4 papers
Null models for comparing information decomposition across complex systems
Alberto Liardi, Fernando E. Rosas, Robin L. Carhart-Harris +3
A key feature of information theory is its universality, as it can be applied to study a broad variety of complex systems. However, many information-theoretic measures can vary sig…
Towards an extended taxonomy of information dynamics via Integrated Information Decomposition
Pedro A. M. Mediano, Fernando E. Rosas, Andrea I Luppi +4
Complex systems, from the human brain to the global economy, are made of multiple elements that interact in such ways that the behaviour of the `whole' often seems to be more than…
Reconciling emergences: An information-theoretic approach to identify causal emergence in multivariate data
Fernando E. Rosas, Pedro A. M. Mediano, Henrik J. Jensen +4
The broad concept of emergence is instrumental in various of the most challenging open scientific questions -- yet, few quantitative theories of what constitutes emergent phenomena…
Beyond integrated information: A taxonomy of information dynamics phenomena
Pedro A. M. Mediano, Fernando Rosas, Robin L. Carhart-Harris +2
Most information dynamics and statistical causal analysis frameworks rely on the common intuition that causal interactions are intrinsically pairwise -- every 'cause' variable has…