Generally, the resolution of a problem by using soft-computing support requires several attempts for setting up a proper neural network. Such attempts consist of designing and training a neural network and can be a relevant effort for the developer. This paper proposes a toolbox that automates several steps for setting up a neural network, and provides high-level abstractions allowing a developer to choose classical network topologies and configure them as desired, as well as design a neural network from a scratch. A valuable aspect of our solution is given by the modularity of the whole design that builds on object-orientation and design patterns.

An Object-Oriented Neural Network Toolbox Based on Design Patterns / Napoli, C; Tramontana, E. - 538:(2015), pp. 388-399. (Intervento presentato al convegno 21st International Conference on Information and Software Technologies, ICIST 2015 tenutosi a Druskininkai; Lithuania) [10.1007/978-3-319-24770-0_34].

An Object-Oriented Neural Network Toolbox Based on Design Patterns

Napoli C
;
2015

Abstract

Generally, the resolution of a problem by using soft-computing support requires several attempts for setting up a proper neural network. Such attempts consist of designing and training a neural network and can be a relevant effort for the developer. This paper proposes a toolbox that automates several steps for setting up a neural network, and provides high-level abstractions allowing a developer to choose classical network topologies and configure them as desired, as well as design a neural network from a scratch. A valuable aspect of our solution is given by the modularity of the whole design that builds on object-orientation and design patterns.
2015
21st International Conference on Information and Software Technologies, ICIST 2015
Neural Networks; Software design; Software engineering
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
An Object-Oriented Neural Network Toolbox Based on Design Patterns / Napoli, C; Tramontana, E. - 538:(2015), pp. 388-399. (Intervento presentato al convegno 21st International Conference on Information and Software Technologies, ICIST 2015 tenutosi a Druskininkai; Lithuania) [10.1007/978-3-319-24770-0_34].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1328666
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