Published

1991-01-01

Stochastic neural networks

Keywords:

Estadística aplicada, Procesos estocásticos, Redes neurales (Informática), Algoritmos (matemáticas) (es)

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Authors

  • Max Garzón Memphis State University
  • Luz Gloria Torres Universidad Nacional de Colombia
Artificial neural networks are brain-like models of parallel computations and cognitive phenomena. We sample some basic results about neural networks as they relate to stochastic and statistical processes. Given the explosivo amount of material, only models bearing a stochastic component in the function or analysis are presented, such as Hopfield and feedforward nets, Boltzman machines and some recurrent networks. Basic algorithms for learning such as backpropagation and gradient descent are sketched. A handful of applications (associative memories, pattem recognition, time series forecast) aredescribed. Finally, some current trends in the field are discussed.

How to Cite

APA

Garzón, M. and Torres, L. G. (1991). Stochastic neural networks. Revista Colombiana de Estadística, 12(23-24). https://revistas.unal.edu.co/index.php/estad/article/view/9952

ACM

[1]
Garzón, M. and Torres, L.G. 1991. Stochastic neural networks. Revista Colombiana de Estadística. 12, 23-24 (Jan. 1991).

ACS

(1)
Garzón, M.; Torres, L. G. Stochastic neural networks. Rev. colomb. estad. 1991, 12.

ABNT

GARZÓN, M.; TORRES, L. G. Stochastic neural networks. Revista Colombiana de Estadística, [S. l.], v. 12, n. 23-24, 1991. Disponível em: https://revistas.unal.edu.co/index.php/estad/article/view/9952. Acesso em: 20 jan. 2025.

Chicago

Garzón, Max, and Luz Gloria Torres. 1991. “Stochastic neural networks”. Revista Colombiana De Estadística 12 (23-24). https://revistas.unal.edu.co/index.php/estad/article/view/9952.

Harvard

Garzón, M. and Torres, L. G. (1991) “Stochastic neural networks”, Revista Colombiana de Estadística, 12(23-24). Available at: https://revistas.unal.edu.co/index.php/estad/article/view/9952 (Accessed: 20 January 2025).

IEEE

[1]
M. Garzón and L. G. Torres, “Stochastic neural networks”, Rev. colomb. estad., vol. 12, no. 23-24, Jan. 1991.

MLA

Garzón, M., and L. G. Torres. “Stochastic neural networks”. Revista Colombiana de Estadística, vol. 12, no. 23-24, Jan. 1991, https://revistas.unal.edu.co/index.php/estad/article/view/9952.

Turabian

Garzón, Max, and Luz Gloria Torres. “Stochastic neural networks”. Revista Colombiana de Estadística 12, no. 23-24 (January 1, 1991). Accessed January 20, 2025. https://revistas.unal.edu.co/index.php/estad/article/view/9952.

Vancouver

1.
Garzón M, Torres LG. Stochastic neural networks. Rev. colomb. estad. [Internet]. 1991 Jan. 1 [cited 2025 Jan. 20];12(23-24). Available from: https://revistas.unal.edu.co/index.php/estad/article/view/9952

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Copyright (c) 1991 Revista Colombiana de Estadística

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