1) La descarga del recurso depende de la página de origen
2) Para poder descargar el recurso, es necesario ser usuario registrado en Universia

Opción 1: Descargar recurso

Opción 2: Descargar recurso

Detalles del recurso


A neuron is modeled as a linear threshold gate, and the network architecture considered is the layered feedforward network. It is shown how common arithmetic functions such as multiplication and sorting can be efficiently computed in a shallow neural network. Some known results are improved by showing that the product of two n-bit numbers and sorting of n n-bit numbers can be computed by a polynomial-size neural network using only four and five unit delays, respectively. Moreover, the weights of each threshold element in the neural networks require O(log n)-bit (instead of n -bit) accuracy. These results can be extended to more complicated functions such as multiple products, division, rational functions, and approximation of analytic functions.

Pertenece a

Caltech Authors  


Siu, Kai -  Yeung -  Bruck, Jehoshua - 

Id.: 55239732

Versión: 1.0

Estado: Final

Tipo:  application/pdf -  image/png - 

Tipo de recurso: Article  -  PeerReviewed  - 

Tipo de Interactividad: Expositivo

Nivel de Interactividad: muy bajo

Audiencia: Estudiante  -  Profesor  -  Autor  - 

Estructura: Atomic

Coste: no

Copyright: sí

Formatos:  application/pdf -  image/png - 

Requerimientos técnicos:  Browser: Any - 

Relación: [References] http://resolver.caltech.edu/CaltechAUTHORS:20120503-090033553
[References] http://authors.library.caltech.edu/31288/

Fecha de contribución: 27-dic-2012


* Siu, Kai-Yeung and Bruck, Jehoshua (1990) Neural computation of arithmetic functions. Proceedings of the IEEE, 78 (10). pp. 1669-1675. ISSN 0018-9219 http://resolver.caltech.edu/CaltechAUTHORS:20120503-090033553

Otros recursos del mismo autor(es)

  1. Redundancy and Collaboration in Wikibooks Part 2: Long and Short Papers
  2. Correcting errors by natural redundancy For the storage of big data, there are significant challenges with its long-term reliability. This p...
  3. Using G6PD tests to enable the safe treatment of Plasmodium vivax infections with primaquine on the Thailand-Myanmar border: a cost-effectiveness analysis Primaquine is the only licensed antimalarial for the radical cure of Plasmodium vivax infections. Ma...
  4. Noise and uncertainty in string-duplication systems Duplication mutations play a critical role in the generation of biological sequences. Simultaneously...
  5. Secure RAID schemes from EVENODD and STAR codes We study secure RAID, i.e., low-complexity schemes to store information in a distributed manner that...

Otros recursos de la mismacolección

  1. Quantum error correction via codes over GF(4) The problem of finding quantum error correcting codes is transformed into the problem of finding add...
  2. On Kissing Numbers in Dimensions 32 to 128 An elementary construction using binary codes gives new record kissing numbers in dimensions from 32...
  3. Increasing Subsequences and the Classical Groups We show that the moments of the trace of a random unitary matrix have combinatorial interpretations ...
  4. Quantum weight enumerators In a recent paper, Shor and Laflamme (see Phys. Rev. Lett., vol.78, p.1600-2, 1997) defined two "wei...
  5. New asymptotic bounds for self-dual codes and lattices We give an independent proof of the Krasikov-Litsyn bound d/n ≾ (1-5/^(-1/4))/2 on doubly-even self-...

Aviso de cookies: Usamos cookies propias y de terceros para mejorar nuestros servicios, para análisis estadístico y para mostrarle publicidad. Si continua navegando consideramos que acepta su uso en los términos establecidos en la Política de cookies.