Analysis of large-scale digital optical neural networks by Feynman diagrams

Martín Pereda, José Antonio and González Marcos, Ana (1999). Analysis of large-scale digital optical neural networks by Feynman diagrams. In: "Applications and Science of Neural Networks, Fuzzy Systems, and Evolutionary Computation II", 18/07/1999, Denver, CO, USA.

Description

Title: Analysis of large-scale digital optical neural networks by Feynman diagrams
Author/s:
  • Martín Pereda, José Antonio
  • González Marcos, Ana
Item Type: Presentation at Congress or Conference (Article)
Event Title: Applications and Science of Neural Networks, Fuzzy Systems, and Evolutionary Computation II
Event Dates: 18/07/1999
Event Location: Denver, CO, USA
Title of Book: Proceedings of SPIE
Date: 1 November 1999
Volume: 3812
Subjects:
Freetext Keywords: Neural networks ; Nerve ; Feedback
Faculty: E.T.S.I. Telecomunicación (UPM)
Department: Tecnología Fotónica [hasta 2014]
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

A new method to study large scale neural networks is presented in this paper. The basis is the use of Feynman- like diagrams. These diagrams allow the analysis of collective and cooperative phenomena with a similar methodology to the employed in the Many Body Problem. The proposed method is applied to a very simple structure composed by an string of neurons with interaction among them. It is shown that a new behavior appears at the end of the row. This behavior is different to the initial dynamics of a single cell. When a feedback is present, as in the case of the hippocampus, this situation becomes more complex with a whole set of new frequencies, different from the proper frequencies of the individual neurons. Application to an optical neural network is reported.

More information

Item ID: 22837
DC Identifier: http://oa.upm.es/22837/
OAI Identifier: oai:oa.upm.es:22837
Official URL: http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=905763
Deposited by: Biblioteca ETSI Telecomunicación
Deposited on: 11 Mar 2014 07:27
Last Modified: 21 Apr 2016 20:37
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