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Neural Nets

  • Kartonierter Einband
  • 416 Seiten
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The purpose of this book is to develop neural nets as a strong theory for both brains and machines. The theory is developed in clo... Weiterlesen
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Beschreibung

The purpose of this book is to develop neural nets as a strong theory for both brains and machines. The theory is developed in close correlation with the biology of the neuron and the properties of human reasoning. This approach implies the following: - Updating the biology of the artificialneuron. The neurosciences have experienced a tremendous development in the last 50 years. One of the main purposes of the present work is toincorporate this knowledge into a strong model of the artificial neuron. Particular attention is devoted to formalizing the complex chemical processes at the synaptic level. This formal language supports both symbolicreasoning and uncertainty processing. - Investigating the properties of expert reasoning. This kind of reasoning is approximate, partial and non-monotonic, and therefore requires special mathematical tools for its formalization, such as fuzzy set theory and fuzzy logic. Three different intelligent systems developed with this technology are presented and discussed.

Klappentext

The purpose of this book is to develop neural nets as a
strong theory for both brains and machines. The theory is
developed in close correlation with the biology of the
neuron and the properties of human reasoning. This approach
implies the following:
- Updating the biology of the artificialneuron. The
neurosciences have experienced a tremendous development in
the last 50 years. One of the main purposes of the present
work is toincorporate this knowledge into a strong model of
the artificial neuron. Particular attention is devoted to
formalizing the complex chemical processes at the synaptic
level. This formal language supports both symbolicreasoning
and uncertainty processing.
- Investigating the properties of expert reasoning. This
kind of reasoning is approximate, partial and non-monotonic,
and therefore requires special mathematical tools for its
formalization, such as fuzzy set theory and fuzzy logic.
Three different intelligent systems developed with this
technology are presented and discussed.



Inhalt
The neuron.- The synapsis electrical properties.- The synapsis the chemical processing.- Learning.- Investigating expertise.- Modular nets.- NEXTOOL: A MPNN classifying system.- JARGON a neural environment for language processing.- SMART KARDS (c): Object oriented MPNN environment.- Fuzzy sets and fuzzy logic.

Produktinformationen

Titel: Neural Nets
Untertitel: A Theory for Brains and Machines
Autor:
EAN: 9783540559498
ISBN: 3540559493
Format: Kartonierter Einband
Herausgeber: Springer Berlin Heidelberg
Anzahl Seiten: 416
Gewicht: 628g
Größe: H235mm x B155mm x T22mm
Jahr: 1992
Untertitel: Englisch
Auflage: 1992

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