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Shun-ichi Amari

3 papers in the library · publishing 2015-2016

Papers

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Measuring Integrated Information from the Decoding Perspective.

PLoS Computational Biology June 10, 2016 Masafumi Oizumi, Shun-ichi Amari, Toru Yanagawa et al.

Accumulating evidence indicates that the capacity to integrate information in the brain is a prerequisite for consciousness. Integrated Information Theory (IIT) of consciousness provides a mathematical approach to quantifying the information integrated in a system, called integrated information, Φ. Integrated information is defined theoretically as the amount of information a system generates...

A unified framework for information integration based on information geometry

arXiv Preprint Archive October 15, 2015 Masafumi Oizumi, Naotsugu Tsuchiya, Shun-ichi Amari preprint

We propose a unified theoretical framework for quantifying spatio-temporal interactions in a stochastic dynamical system based on information geometry. In the proposed framework, the degree of interactions is quantified by the divergence between the actual probability distribution of the system and a constrained probability distribution where the interactions of interest are disconnected. This...

Measuring integrated information from the decoding perspective

arXiv Preprint Archive May 17, 2015 Masafumi Oizumi, Shun-ichi Amari, Toru Yanagawa et al. preprint

Accumulating evidence indicates that the capacity to integrate information in the brain is a prerequisite for consciousness. Integrated Information Theory (IIT) of consciousness provides a mathematical approach to quantifying the information integrated in a system, called integrated information, $Φ$. Integrated information is defined theoretically as the amount of information a system generates...