Literature DB >> 24730824

Information pathways in a disordered lattice.

Lawrence R Frank1, Vitaly L Galinsky2.   

Abstract

The maximum entropy random walk in a disordered lattice is obtained as a consequence of the principle of maximum entropy for a particular type of prior information without restriction on the number of steps. This novel result demonstrates that transition probabilities defining the random walk represent a general characterization of information on a defective lattice and does not necessarily reflect a physical process. The localization phenomenon is shown to be a consequence of solution of the Laplacian on the lattice-hence it contradicts the previous interpretation as a spherical Lifshitz state-and naturally generalizes to multiple modes, whose order reflects the significance of information. The dynamics of information flow on the microscale is related to the macroscopic structure of the lattice through a Fokker-Planck formalism. This newly derived theoretical framework is opening doors for a wide range of applications in analysis of (information) flow in disordered systems. That includes potentially breakthrough resolution of the outstanding problem of inferring connectivity from discrete imaging (i.e., neural) data.

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Year:  2014        PMID: 24730824      PMCID: PMC4319715          DOI: 10.1103/PhysRevE.89.032142

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


  7 in total

1.  Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging.

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2.  A model-based method for retrospective correction of geometric distortions in diffusion-weighted EPI.

Authors:  Jesper L R Andersson; Stefan Skare
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3.  Characterization of anisotropy in high angular resolution diffusion-weighted MRI.

Authors:  Lawrence R Frank
Journal:  Magn Reson Med       Date:  2002-06       Impact factor: 4.668

4.  Reduction of eddy-current-induced distortion in diffusion MRI using a twice-refocused spin echo.

Authors:  T G Reese; O Heid; R M Weisskoff; V J Wedeen
Journal:  Magn Reson Med       Date:  2003-01       Impact factor: 4.668

5.  Localization of the maximal entropy random walk.

Authors:  Z Burda; J Duda; J M Luck; B Waclaw
Journal:  Phys Rev Lett       Date:  2009-04-23       Impact factor: 9.161

6.  Correction for geometric distortion in echo planar images from B0 field variations.

Authors:  P Jezzard; R S Balaban
Journal:  Magn Reson Med       Date:  1995-07       Impact factor: 4.668

7.  Theories and problems of liquid diffusion.

Authors:  L ONSAGER
Journal:  Ann N Y Acad Sci       Date:  1945-11-30       Impact factor: 5.691

  7 in total
  10 in total

1.  Dynamic Multiscale Modes of Resting State Brain Activity Detected by Entropy Field Decomposition.

Authors:  Lawrence R Frank; Vitaly L Galinsky
Journal:  Neural Comput       Date:  2016-07-08       Impact factor: 2.026

2.  Joint Estimation of Effective Brain Wave Activation Modes Using EEG/MEG Sensor Arrays and Multimodal MRI Volumes.

Authors:  Vitaly L Galinsky; Antigona Martinez; Martin P Paulus; Lawrence R Frank
Journal:  Neural Comput       Date:  2018-04-13       Impact factor: 2.026

3.  Detecting Spatio-Temporal Modes in Multivariate Data by Entropy Field Decomposition.

Authors:  Lawrence R Frank; Vitaly L Galinsky
Journal:  J Phys A Math Theor       Date:  2016-09-06       Impact factor: 2.132

4.  Symplectomorphic registration with phase space regularization by entropy spectrum pathways.

Authors:  Vitaly L Galinsky; Lawrence R Frank
Journal:  Magn Reson Med       Date:  2018-09-19       Impact factor: 4.668

5.  A Unified Theory of Neuro-MRI Data Shows Scale-Free Nature of Connectivity Modes.

Authors:  Vitaly L Galinsky; Lawrence R Frank
Journal:  Neural Comput       Date:  2017-03-23       Impact factor: 2.026

6.  JEDI: Joint Estimation Diffusion Imaging of macroscopic and microscopic tissue properties.

Authors:  Lawrence R Frank; Benjamin Zahneisen; Vitaly L Galinsky
Journal:  Magn Reson Med       Date:  2020-01-09       Impact factor: 4.668

7.  The Lamellar Structure of the Brain Fiber Pathways.

Authors:  Vitaly L Galinsky; Lawrence R Frank
Journal:  Neural Comput       Date:  2016-09-14       Impact factor: 2.026

8.  Simultaneous multi-scale diffusion estimation and tractography guided by entropy spectrum pathways.

Authors:  Vitaly L Galinsky; Lawrence R Frank
Journal:  IEEE Trans Med Imaging       Date:  2014-12-18       Impact factor: 10.048

9.  Mean first-passage time for maximal-entropy random walks in complex networks.

Authors:  Yuan Lin; Zhongzhi Zhang
Journal:  Sci Rep       Date:  2014-06-20       Impact factor: 4.379

10.  Diffusion MRI tractography of the locus coeruleus-transentorhinal cortex connections using GO-ESP.

Authors:  Seraphina K Solders; Vitaly L Galinsky; Alexandra L Clark; Scott F Sorg; Alexandra J Weigand; Mark W Bondi; Lawrence R Frank
Journal:  Magn Reson Med       Date:  2021-11-18       Impact factor: 3.737

  10 in total

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