Code: 01570301

Computational Intelligence

Name: Computational Intelligence
Brand: Springer, Berlin
SKU: 01570301
Price: 26.56 EUR
Availability: InStock
Author: Oliver Kramer
ISBN: 9783540797388

by Oliver Kramer

Language: German
Binding: Paperback
Number of pages: 158
Publisher: Springer, Berlin, 2009
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Book synopsis

Computational Intelligence (CI) bezeichnet ein Teilgebiet der Künstlichen Intelligenz, das biologische inspirierte Modelle algorithmisch umsetzt. Evolutionäre Algorithmen orientieren sich an der darwinistischen Evolution und suchen mit Hilfe von Crossover, Mutation und Selektion eine optimale Lösung. Die Fuzzy-Logik ermöglicht als unscharfe Logik eine kognitive Modellierung von Wissen und Inferenzprozessen. Neuronale Netze imitieren funktionale Aspekte des Gehirns für Aufgaben wie Klassifikation und Mustererkennung. Neuere Ansätze der CI wie Reinforcement Learning ermöglichen, das Verhalten künstlicher Agenten in unbekannten Umgebungen zu steuern. Die Schwarmintelligenz modelliert Algorithmen, die auf Basis vieler einfacher Komponenten intelligente Leistungen vollführen. Zu guter Letzt lösen künstliche Immunsysteme eine Reihe von Problemen, ähnlich wie ihr biologisches Pendant. Ein kompakter und übersichtlicher mit vielen Beispielen gespickter Einstieg in die verschiedenen Verfahren der CI.