Produktinformation
The field called Learning Classifier Systems is populated with romantics. Why shouldn't it be possible for computer programs to adapt, learn, and develop while interacting with their environments? In particular, why not systems that, like organic populations, contain competing, perhaps cooperating, entities evolving together? John Holland was one of the earliest scientists with this vision, at a time when so-called artificial intelligence was in its infancy and mainly concerned with preprogrammed systems that didn't learn. that, like organisms, had sensors, took Instead, Holland envisaged systems actions, and had rich self-generated internal structure and processing. In so doing he foresaw and his work prefigured such present day domains as reinforcement learning and embedded agents that are now displacing the older "standard Af' . One focus was what Holland called "classifier systems": sets of competing rule like "classifiers", each a hypothesis as to how best to react to some aspect of the environment--or to another rule. The system embracing such a rule "popu lation" would explore its available actions and responses, rewarding and rating the active rules accordingly. Then "good" classifiers would be selected and re produced, mutated and even crossed, a la Darwin and genetics, steadily and reliably increasing the system's ability to cope.Produktkennzeichnungen
HerausgeberLarry Bull
ISBN-103642535593
ISBN-139783642535598
eBay Product ID (ePID)168388157
Produkt Hauptmerkmale
VerlagSpringer Berlin Heidelberg, Springer Berlin
Erscheinungsjahr2012
Anzahl der Seiten316 Seiten
PublikationsnameApplications of Learning Classifier Systems
SpracheEnglisch
ProduktartLehrbuch
AutorLarry Bull
ReiheStudies in Fuzziness And Soft Computing
Zusätzliche Produkteigenschaften
HörbuchNo
InhaltsbeschreibungPaperback
Nummer Innerhalb der Serie150
Item Height1cm
Item Length23cm
Item Weight482g