In this paper we give a thorough presentation of a model proposed by Tononi et al. for modeling integrated information, i.e. how much information is generated in a system transitioning from one state to the next one by the causal interaction of its parts and above and beyond the information given by the sum of its parts. We also provides a more general formulation of such a model, independent from the time chosen for the analysis and from the uniformity of the probability distribution at the initial time instant. Finally, we prove that integrated information is null for disconnected systems.

Epasto, A., Nardelli, E. (2009). On a model for integrated information [Working paper].

On a model for integrated information

NARDELLI, ENRICO
2009-12-01

Abstract

In this paper we give a thorough presentation of a model proposed by Tononi et al. for modeling integrated information, i.e. how much information is generated in a system transitioning from one state to the next one by the causal interaction of its parts and above and beyond the information given by the sum of its parts. We also provides a more general formulation of such a model, independent from the time chosen for the analysis and from the uniformity of the probability distribution at the initial time instant. Finally, we prove that integrated information is null for disconnected systems.
Working paper
dic-2009
Rilevanza internazionale
Settore INF/01 - INFORMATICA
English
integrated information, effective information, information theory, neural networks, probabilistic boolean networks.
arXiv:1001.0063v1 [cs.AI]
Epasto, A., Nardelli, E. (2009). On a model for integrated information [Working paper].
Epasto, A; Nardelli, E
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/10003
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