Bayesian training of neural networks using genetic programming

Tshilidzi Marwala

doi:10.1109/ijcnn.2006.247374

Bayesian training of neural networks using genetic programming

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

Bayesian neural networks trained using Markov chain Monte Carlo (MCMC) and genetic programming in binary space within Metropolis framework is proposed. It is tested and compared to classical MCMC method and is observed to give better results than classical approach.

Original language	English
Title of host publication	International Joint Conference on Neural Networks 2006, IJCNN '06
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	3622-3626
Number of pages	5
ISBN (Print)	0780394909, 9780780394902
DOIs	https://doi.org/10.1109/ijcnn.2006.247374
Publication status	Published - 2006
Externally published	Yes
Event	International Joint Conference on Neural Networks 2006, IJCNN '06 - Vancouver, BC, Canada Duration: 16 Jul 2006 → 21 Jul 2006

Publication series

Name	IEEE International Conference on Neural Networks - Conference Proceedings
ISSN (Print)	1098-7576

Conference

Conference	International Joint Conference on Neural Networks 2006, IJCNN '06
Country/Territory	Canada
City	Vancouver, BC
Period	16/07/06 → 21/07/06

ASJC Scopus subject areas

Software

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10.1109/ijcnn.2006.247374

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@inproceedings{69139576969541ac811a05ccff3cb2fc,

title = "Bayesian training of neural networks using genetic programming",

abstract = "Bayesian neural networks trained using Markov chain Monte Carlo (MCMC) and genetic programming in binary space within Metropolis framework is proposed. It is tested and compared to classical MCMC method and is observed to give better results than classical approach.",

author = "Tshilidzi Marwala",

year = "2006",

doi = "10.1109/ijcnn.2006.247374",

language = "English",

isbn = "0780394909",

series = "IEEE International Conference on Neural Networks - Conference Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "3622--3626",

booktitle = "International Joint Conference on Neural Networks 2006, IJCNN '06",

address = "United States",

note = "International Joint Conference on Neural Networks 2006, IJCNN '06 ; Conference date: 16-07-2006 Through 21-07-2006",

}

Marwala, T 2006, Bayesian training of neural networks using genetic programming. in International Joint Conference on Neural Networks 2006, IJCNN '06., 1716596, IEEE International Conference on Neural Networks - Conference Proceedings, Institute of Electrical and Electronics Engineers Inc., pp. 3622-3626, International Joint Conference on Neural Networks 2006, IJCNN '06, Vancouver, BC, Canada, 16/07/06. https://doi.org/10.1109/ijcnn.2006.247374

Bayesian training of neural networks using genetic programming. / Marwala, Tshilidzi.
International Joint Conference on Neural Networks 2006, IJCNN '06. Institute of Electrical and Electronics Engineers Inc., 2006. p. 3622-3626 1716596 (IEEE International Conference on Neural Networks - Conference Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AB - Bayesian neural networks trained using Markov chain Monte Carlo (MCMC) and genetic programming in binary space within Metropolis framework is proposed. It is tested and compared to classical MCMC method and is observed to give better results than classical approach.

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DO - 10.1109/ijcnn.2006.247374

M3 - Conference contribution

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SN - 9780780394902

T3 - IEEE International Conference on Neural Networks - Conference Proceedings

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BT - International Joint Conference on Neural Networks 2006, IJCNN '06

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T2 - International Joint Conference on Neural Networks 2006, IJCNN '06

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ER -

Bayesian training of neural networks using genetic programming

Abstract

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