Literature DB >> 18352093

Local information transfer as a spatiotemporal filter for complex systems.

Joseph T Lizier1, Mikhail Prokopenko, Albert Y Zomaya.   

Abstract

We present a measure of local information transfer, derived from an existing averaged information-theoretical measure, namely, transfer entropy. Local transfer entropy is used to produce profiles of the information transfer into each spatiotemporal point in a complex system. These spatiotemporal profiles are useful not only as an analytical tool, but also allow explicit investigation of different parameter settings and forms of the transfer entropy metric itself. As an example, local transfer entropy is applied to cellular automata, where it is demonstrated to be a useful method of filtering for coherent structure. More importantly, local transfer entropy provides the first quantitative evidence for the long-held conjecture that the emergent traveling coherent structures known as particles (both gliders and domain walls, which have analogs in many physical processes) are the dominant information transfer agents in cellular automata.

Year:  2008        PMID: 18352093     DOI: 10.1103/PhysRevE.77.026110

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  40 in total

1.  Coherent information structure in complex computation.

Authors:  Joseph T Lizier; Mikhail Prokopenko; Albert Y Zomaya
Journal:  Theory Biosci       Date:  2011-11-30       Impact factor: 1.919

2.  Information processing in echo state networks at the edge of chaos.

Authors:  Joschka Boedecker; Oliver Obst; Joseph T Lizier; N Michael Mayer; Minoru Asada
Journal:  Theory Biosci       Date:  2011-12-07       Impact factor: 1.919

3.  Stigmergic gene transfer and emergence of universal coding.

Authors:  Mikhail Prokopenko; Daniel Polani; Matthew Chadwick
Journal:  HFSP J       Date:  2009-08-06

4.  Multivariate information-theoretic measures reveal directed information structure and task relevant changes in fMRI connectivity.

Authors:  Joseph T Lizier; Jakob Heinzle; Annette Horstmann; John-Dylan Haynes; Mikhail Prokopenko
Journal:  J Comput Neurosci       Date:  2010-08-27       Impact factor: 1.621

5.  Intrinsic microtubule GTP-cap dynamics in semi-confined systems: kinetochore-microtubule interface.

Authors:  Vlado A Buljan; R M Damian Holsinger; Brett D Hambly; Richard B Banati; Elena P Ivanova
Journal:  J Biol Phys       Date:  2012-10-18       Impact factor: 1.365

Review 6.  A Tutorial for Information Theory in Neuroscience.

Authors:  Nicholas M Timme; Christopher Lapish
Journal:  eNeuro       Date:  2018-09-11

7.  Guided self-organization.

Authors:  Mikhail Prokopenko
Journal:  HFSP J       Date:  2009-10-07

8.  Semantic information, autonomous agency and non-equilibrium statistical physics.

Authors:  Artemy Kolchinsky; David H Wolpert
Journal:  Interface Focus       Date:  2018-10-19       Impact factor: 3.906

9.  Deriving pairwise transfer entropy from network structure and motifs.

Authors:  Leonardo Novelli; Fatihcan M Atay; Jürgen Jost; Joseph T Lizier
Journal:  Proc Math Phys Eng Sci       Date:  2020-04-29       Impact factor: 2.704

10.  Transfer entropy--a model-free measure of effective connectivity for the neurosciences.

Authors:  Raul Vicente; Michael Wibral; Michael Lindner; Gordon Pipa
Journal:  J Comput Neurosci       Date:  2010-08-13       Impact factor: 1.621

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