Literature DB >> 17924155

Chaos breeds autonomy: connectionist design between bias and baby-sitting.

Cees van Leeuwen1.   

Abstract

In connectionism and its offshoots, models acquire functionality through externally controlled learning schedules. This undermines the claim of these models to autonomy. Providing these models with intrinsic biases is not a solution, as it makes their function dependent on design assumptions. Between these two alternatives, there is room for approaches based on spontaneous self-organization. Structural reorganization in adaptation to spontaneous activity is a well-known phenomenon in neural development. It is proposed here as a way to prepare connectionist models for learning and enhance the autonomy of these models.

Mesh:

Year:  2007        PMID: 17924155     DOI: 10.1007/s10339-007-0193-8

Source DB:  PubMed          Journal:  Cogn Process        ISSN: 1612-4782


  57 in total

Review 1.  Rewiring cortex: the role of patterned activity in development and plasticity of neocortical circuits.

Authors:  M Sur; A Angelucci; J Sharma
Journal:  J Neurobiol       Date:  1999-10

2.  Spontaneous structure formation in a network of dynamic elements.

Authors:  Junji Ito; Kunihiko Kaneko
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2003-04-29

3.  Functional connectivity patterns of human magnetoencephalographic recordings: a 'small-world' network?

Authors:  C J Stam
Journal:  Neurosci Lett       Date:  2004-01-23       Impact factor: 3.046

4.  Relationship of correlated spontaneous activity to functional ocular dominance columns in the developing visual cortex.

Authors:  Chiayu Chiu; Michael Weliky
Journal:  Neuron       Date:  2002-09-12       Impact factor: 17.173

5.  Longterm stability and developmental changes in spontaneous network burst firing patterns in dissociated rat cerebral cortex cell cultures on multielectrode arrays.

Authors:  J Van Pelt; M A Corner; P S Wolters; W L C Rutten; G J A Ramakers
Journal:  Neurosci Lett       Date:  2004-05-06       Impact factor: 3.046

6.  Fast adaptive formation of orthogonalizing filters and associative memory in recurrent networks of neuron-like elements.

Authors:  T Kohonen; E Oja
Journal:  Biol Cybern       Date:  1976-01-08       Impact factor: 2.086

7.  Robust emergence of small-world structure in networks of spiking neurons.

Authors:  Hoi Fei Kwok; Peter Jurica; Antonino Raffone; Cees van Leeuwen
Journal:  Cogn Neurodyn       Date:  2007-03       Impact factor: 5.082

8.  Modification of parallel activity elicited by propagating bursts in developing networks of rat cortical neurones.

Authors:  E Maeda; Y Kuroda; H P Robinson; A Kawana
Journal:  Eur J Neurosci       Date:  1998-02       Impact factor: 3.386

9.  Brain chaos and computation.

Authors:  A Babloyantz; C Lourenço
Journal:  Int J Neural Syst       Date:  1996-09       Impact factor: 5.866

Review 10.  Cortical development: a role for spontaneous activity?

Authors:  I Thompson
Journal:  Curr Biol       Date:  1997-05-01       Impact factor: 10.834

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  7 in total

Review 1.  Moment-to-moment brain signal variability: a next frontier in human brain mapping?

Authors:  Douglas D Garrett; Gregory R Samanez-Larkin; Stuart W S MacDonald; Ulman Lindenberger; Anthony R McIntosh; Cheryl L Grady
Journal:  Neurosci Biobehav Rev       Date:  2013-03-01       Impact factor: 8.989

2.  Free energy, value, and attractors.

Authors:  Karl Friston; Ping Ao
Journal:  Comput Math Methods Med       Date:  2011-12-21       Impact factor: 2.238

3.  Perception and self-organized instability.

Authors:  Karl Friston; Michael Breakspear; Gustavo Deco
Journal:  Front Comput Neurosci       Date:  2012-07-06       Impact factor: 2.380

4.  Network complexity as a measure of information processing across resting-state networks: evidence from the Human Connectome Project.

Authors:  Ian M McDonough; Kaoru Nashiro
Journal:  Front Hum Neurosci       Date:  2014-06-10       Impact factor: 3.169

5.  What makes you think you are conscious? An agnosticist manifesto.

Authors:  Cees van Leeuwen
Journal:  Front Hum Neurosci       Date:  2015-04-07       Impact factor: 3.169

6.  Breeding novel solutions in the brain: a model of Darwinian neurodynamics.

Authors:  András Szilágyi; István Zachar; Anna Fedor; Harold P de Vladar; Eörs Szathmáry
Journal:  F1000Res       Date:  2016-09-28

7.  Endogenous fluctuations in the dopaminergic midbrain drive behavioral choice variability.

Authors:  Benjamin Chew; Tobias U Hauser; Marina Papoutsi; Joerg Magerkurth; Raymond J Dolan; Robb B Rutledge
Journal:  Proc Natl Acad Sci U S A       Date:  2019-08-26       Impact factor: 12.779

  7 in total

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