Literature DB >> 29948555

Quantum-like behavior without quantum physics II. A quantum-like model of neural network dynamics.

S A Selesnick1, Gualtiero Piccinini2.   

Abstract

In earlier work, we laid out the foundation for explaining the quantum-like behavior of neural systems in the basic kinematic case of clusters of neuron-like units. Here we extend this approach to networks and begin developing a dynamical theory for them. Our approach provides a novel mathematical foundation for neural dynamics and computation which abstracts away from lower-level biophysical details in favor of information-processing features of neural activity. The theory makes predictions concerning such pathologies as schizophrenia, dementias, and epilepsy, for which some evidence has accrued. It also suggests a model of memory retrieval mechanisms. As further proof of principle, we analyze certain energy-like eigenstates of the 13 three-neuron motif classes according to our theory and argue that their quantum-like superpositional nature has a bearing on their observed structural integrity.

Entities:  

Keywords:  Interneurons; Memory; Networks; Neurons; Quasispin models

Mesh:

Year:  2018        PMID: 29948555      PMCID: PMC6208592          DOI: 10.1007/s10867-018-9504-9

Source DB:  PubMed          Journal:  J Biol Phys        ISSN: 0092-0606            Impact factor:   1.365


  14 in total

Review 1.  GABAergic interneuron origin of schizophrenia pathophysiology.

Authors:  Kazu Nakazawa; Veronika Zsiros; Zhihong Jiang; Kazuhito Nakao; Stefan Kolata; Shuqin Zhang; Juan E Belforte
Journal:  Neuropharmacology       Date:  2011-01-26       Impact factor: 5.250

Review 2.  The mind and brain of short-term memory.

Authors:  John Jonides; Richard L Lewis; Derek Evan Nee; Cindy A Lustig; Marc G Berman; Katherine Sledge Moore
Journal:  Annu Rev Psychol       Date:  2008       Impact factor: 24.137

Review 3.  Neural implementation of operations used in quantum cognition.

Authors:  Jerome R Busemeyer; Pegah Fakhari; Peter Kvam
Journal:  Prog Biophys Mol Biol       Date:  2017-05-06       Impact factor: 3.667

Review 4.  Network abnormalities and interneuron dysfunction in Alzheimer disease.

Authors:  Jorge J Palop; Lennart Mucke
Journal:  Nat Rev Neurosci       Date:  2016-11-10       Impact factor: 34.870

5.  Quantum-like behavior without quantum physics I : Kinematics of neural-like systems.

Authors:  S A Selesnick; J P Rawling; Gualtiero Piccinini
Journal:  J Biol Phys       Date:  2017-07-13       Impact factor: 1.365

6.  Neural networks and physical systems with emergent collective computational abilities.

Authors:  J J Hopfield
Journal:  Proc Natl Acad Sci U S A       Date:  1982-04       Impact factor: 11.205

7.  Gap junctions between striatal fast-spiking interneurons regulate spiking activity and synchronization as a function of cortical activity.

Authors:  Johannes Hjorth; Kim T Blackwell; Jeanette Hellgren Kotaleski
Journal:  J Neurosci       Date:  2009-04-22       Impact factor: 6.167

8.  Logical reasoning deficits in schizophrenia and brain damage.

Authors:  C G Watson; J Wold
Journal:  J Clin Psychol       Date:  1981-07

9.  PV plasticity sustained through D1/5 dopamine signaling required for long-term memory consolidation.

Authors:  Smitha Karunakaran; Ananya Chowdhury; Flavio Donato; Charles Quairiaux; Christoph M Michel; Pico Caroni
Journal:  Nat Neurosci       Date:  2016-01-25       Impact factor: 24.884

10.  High-frequency network activity, global increase in neuronal activity, and synchrony expansion precede epileptic seizures in vitro.

Authors:  Premysl Jiruska; Jozsef Csicsvari; Andrew D Powell; John E Fox; Wei-Chih Chang; Martin Vreugdenhil; Xiaoli Li; Milan Palus; Alejandro F Bujan; Richard W Dearden; John G R Jefferys
Journal:  J Neurosci       Date:  2010-04-21       Impact factor: 6.167

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  1 in total

1.  Quantum-like behavior without quantum physics III : Logic and memory.

Authors:  Stephen Selesnick; Gualtiero Piccinini
Journal:  J Biol Phys       Date:  2019-10-15       Impact factor: 1.365

  1 in total

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