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Träfflista för sökning "L773:0952 813X OR L773:1362 3079 srt2:(2000-2004)"

Search: L773:0952 813X OR L773:1362 3079 > (2000-2004)

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1.
  • Sanzogni, L., et al. (author)
  • Perceptrons with polynomial post-processing
  • 2000
  • In: Journal of experimental and theoretical artificial intelligence (Print). - 0952-813X .- 1362-3079. ; 12, s. 57-68
  • Journal article (peer-reviewed)abstract
    • We introduce tensor product neural networks, composed of a layer of univariate neurons followed by a net of polynomial post-processing. We look at the general approximation properties of these networks observing in particular their relationship to the Stone-Weierstrass theorem for uniform function algebras. The implementation of the post-processing as a two-layer network, with logarithmic and exponential neurons leads to potentially important `generalized ’ product networks, which however require a complex approximation theory of Mu$ntz-Szasz-Ehrenpreis type. A back-propagation algorithm for product networks is presented and used in three computational experiments. In particular, approximation by a sigmoid product network is compared to that of a single layer radial basis network, and a multiple layer sigmoid network. An additional experiment is conducted, based on an operational system, to further demonstrate the versatility of the architecture.
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2.
  • Scerri, P, et al. (author)
  • Engineering characteristics of autonomous agent architectures
  • 2000
  • In: Journal of experimental and theoretical artificial intelligence (Print). - 0952-813X .- 1362-3079. ; 12:2, s. 191-212
  • Journal article (peer-reviewed)abstract
    • As the science of building agents and agent based applications improves, agents are gradually making the transition from research laboratory prototypes to industrial applications. In an industrial setting pragmatic engineering issues related to the development and maintenance of agents come to the fore. In this paper a list of important engineering characteristics of agent architectures is presented. The list has the dual aims of providing evaluation criteria for agent users and design issues for agent architecture designers. Evaluation of an architecture with respect to the presented characteristics will allow industrial project managers to better assess the trade offs between architectures. Designing architectures that better fulfill the characteristics should lead to more industrially relevant architectures and successful agent applications. This list is designed to start discussion and raise awareness of industrial issues. It is hoped that over time good metrics and an evaluation methodology evolve which provide a robust framework for evaluating agent architectures with respect to industrial concerns.
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  • Result 1-2 of 2
Type of publication
journal article (2)
Type of content
peer-reviewed (2)
Author/Editor
Bonner, Richard F. (1)
Sanzogni, L. (1)
Chan, Ringo (1)
Reed, Nancy (1)
Scerri, P (1)
University
Mälardalen University (1)
Linköping University (1)
Language
English (2)
Research subject (UKÄ/SCB)
Natural sciences (1)
Year
2000 (2)

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