Why Neurons Are Not the Right Level of Abstraction for Implementing Cognition

The cortex accounts for 70% of the brain volume. The human cortex is made of micro-columns, arrangements of 110 cortical neurons (Mountcastle), grouped in by the thousand in so-called macro-colums (or columns) which belong to the same functional unit as exemplified by Nobel laureates Hubel and Wiesel with the orientation columns of the primary visual cortex. The cortical column activity does not exhibit the limitations of single neurons: activation can be sustained for very long periods (sec.) instead of been transient and subject to fatigue. Therefore, the cortical column has been proposed as the building block of cognition by several researchers, but to not effect – since explanations about how the cognition works at the column level were missing. Thanks to the Theory of neural Cognition, it is no more the case.

[1]  Eugene M. Izhikevich,et al.  Dynamical Systems in Neuroscience: The Geometry of Excitability and Bursting , 2006 .

[2]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[3]  P. Churchland A Neurocomputational Perspective: The Nature of Mind and the Structure of Science , 1989 .

[4]  V. Mountcastle,et al.  Response properties of neurons of cat's somatic sensory cortex to peripheral stimuli. , 1957, Journal of neurophysiology.

[5]  Donald L. Carveth,et al.  Conscience , 1889, The Hospital.

[6]  Jean-Claude Gilhodes,et al.  A neural network model for the intersensory coordination involved in goal-directed movements , 1991, Biological Cybernetics.

[7]  M. Alexander,et al.  Principles of Neural Science , 1981 .

[8]  Shaoqun Zeng,et al.  Characterization of synchronized bursts in cultured hippocampal neuronal networks with learning training on microelectrode arrays. , 2007, Biosensors & bioelectronics.

[9]  Claude F. Touzet,et al.  Neural reinforcement learning for behaviour synthesis , 1997, Robotics Auton. Syst..

[10]  Samuel Kaski,et al.  Bibliography of Self-Organizing Map (SOM) Papers: 1981-1997 , 1998 .

[11]  S. Kastner,et al.  Topographic maps in human frontal and parietal cortex , 2009, Trends in Cognitive Sciences.

[12]  Claude Touzet Q-learning for Robots , 2003 .

[13]  Teuvo Kohonen,et al.  Self-Organizing Maps , 2010 .

[14]  Michael A. Arbib,et al.  The handbook of brain theory and neural networks , 1995, A Bradford book.

[15]  Claude F. Touzet,et al.  Modeling and Simulation of Elementary Robot Behaviors using Associative Memories , 2006 .

[16]  Hervé Glotin,et al.  A developmental perspective on visual word recognition: New evidence and a self-organising model , 2010 .

[17]  Claude F. Touzet,et al.  The Illusion of Internal Joy , 2011, AGI.

[18]  R. Rosenthal,et al.  Selective publication of antidepressant trials and its influence on apparent efficacy. , 2008, The New England journal of medicine.