239 citations · 898 across the 33 of their papers we have counts for
5 papers · 1 filter
Greater than the parts: A review of the information decomposition approach to causal emergence
Pedro A. M. Mediano, Fernando E. Rosas, Andrea I. Luppi +5
Emergence is a profound subject that straddles many scientific disciplines, including the formation of galaxies and how consciousness arises from the collective activity of neurons…
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…
Quantifying high-order interdependencies on individual patterns via the local O-information: theory and applications to music analysis
Tomas Scagliarini, Daniele Marinazzo, Yike Guo +2
High-order, beyond-pairwise interdependencies are at the core of biological, economic, and social complex systems, and their adequate analysis is paramount to understand, engineer,…
Integrated information as a common signature of dynamical and information-processing complexity
Pedro A. M. Mediano, Fernando E. Rosas, Juan Carlos Farah +3
The apparent dichotomy between information-processing and dynamical approaches to complexity science forces researchers to choose between two diverging sets of tools and explanatio…
A generalization of the maximum entropy principle for curved statistical manifolds
Pablo A. Morales, Fernando E. Rosas
The maximum entropy principle (MEP) is one of the most prominent methods to investigate and model complex systems. Despite its popularity, the standard form of the MEP can only gen…