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Erschienen in: Neural Computing and Applications 3-4/2013

01.09.2013 | New applications of Artificial Neural Networks in Modeling & Control

A survey of artificial neural network training tools

verfasst von: Darío Baptista, Fernando Morgado-Dias

Erschienen in: Neural Computing and Applications | Ausgabe 3-4/2013

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Abstract

Artificial neural networks (ANN) are currently an additional tool which the engineer can use for a variety of purposes. Classification and regression are the most common tasks; however, control, modeling, prediction and forecasting are common tasks as well. For over three decades, the field of ANN has been the center of intense research. As a result, one of the outcomes has been the development of a large set of software tools used to train these kinds of networks, making the selection of an adequate tool difficult for a new user. This paper aims to help the ANN user choose the most appropriate tool for its application by providing a large survey of the solutions available, as well as listing and explaining their characteristics and terms of use. The paper limits itself to focusing on the tools which were developed for ANN and the relevant characteristics of these tools, such as the operating systems, hardware requirements, license types, architectures and algorithms available.

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Literatur
1.
Zurück zum Zitat Huxhold WL, Henson TF, Bowman JD; IBM Corp., Houston, TX (1992) ANNIE: a simulated neural network for empirical studies and application prototyping. Annie. Simulation symposium. Proceedings of 25th annual USA, pp 2–8 Huxhold WL, Henson TF, Bowman JD; IBM Corp., Houston, TX (1992) ANNIE: a simulated neural network for empirical studies and application prototyping. Annie. Simulation symposium. Proceedings of 25th annual USA, pp 2–8
2.
Zurück zum Zitat Aapo H (1999) Fast and robust fixed-point algorithms for independent component analysis. FastICA. IEEE Trans Neural Netw 10(3):626–663CrossRef Aapo H (1999) Fast and robust fixed-point algorithms for independent component analysis. FastICA. IEEE Trans Neural Netw 10(3):626–663CrossRef
3.
Zurück zum Zitat Yu H, Wilamowski BM (2009) Efficient and reliable training of neural networks. NNT—neural network trainer. IEEE human system interaction conference, Italy, May 21–23, pp 109–115 Yu H, Wilamowski BM (2009) Efficient and reliable training of neural networks. NNT—neural network trainer. IEEE human system interaction conference, Italy, May 21–23, pp 109–115
4.
Zurück zum Zitat Ian TN (2004) NETLAB: algorithms for pattern recognition. Springer, UK Ian TN (2004) NETLAB: algorithms for pattern recognition. Springer, UK
5.
Zurück zum Zitat Lopes N, Ribeiro B (2009) GPU implementation of the multiple back-propagation algorithms. In: Proceedings of intelligent data engineering and automated learning, Springer, pp 449–456 Lopes N, Ribeiro B (2009) GPU implementation of the multiple back-propagation algorithms. In: Proceedings of intelligent data engineering and automated learning, Springer, pp 449–456
6.
Zurück zum Zitat Mark H, Eibe F, Geoffrey H, Bernhard P, Peter R, Ian HW (2009) The WEKA data mining software: an update, vol 11, no 1. SIGKDD Explorations Mark H, Eibe F, Geoffrey H, Bernhard P, Peter R, Ian HW (2009) The WEKA data mining software: an update, vol 11, no 1. SIGKDD Explorations
Metadaten
Titel
A survey of artificial neural network training tools
verfasst von
Darío Baptista
Fernando Morgado-Dias
Publikationsdatum
01.09.2013
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 3-4/2013
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-013-1408-9

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