Applications of Learning Classifier Systems

Inbunden, Engelska, 2004

Del 150 i serien Studies in Fuzziness and Soft Computing

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Beskrivning

This carefully edited book brings together a fascinating selection of applications of Learning Classifier Systems (LCS). The book demonstrates the utility of this machine learning technique in recent real-world applications in such domains as data mining, modelling and optimization, and control. It shows how the LCS technique combines and exploits many Soft Computing approaches into a single coherent framework to produce an improved performance over other approaches.

Produktinformation

Utgivningsdatum:2004-04-16
Mått:155 x 235 x 22 mm
Vikt:647 g
Format:Inbunden
Språk:Engelska
Serie:Studies in Fuzziness and Soft Computing
Antal sidor:305
Upplaga:2004
Förlag:Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
ISBN:9783540211099

Utforska kategorier

Systemvetenskap och AI inom Data och IT

Innehållsförteckning

Learning Classifier Systems: A Brief Introduction.- Section 1 — Data Mining.- Data Mining using Learning Classifier Systems.- NXCS Experts for Financial Time Series Forecasting.- Encouraging Compact Rulesets from XCS for Enhanced Data Mining.- Section 2 — Modelling and Optimization.- The Fighter Aircraft LCS: A Real-World, Machine Innovation Application.- Traffic Balance using Learning Classifier Systems in an Agent-based Simulation.- A Multi-Agent Model of the UK Market in Electricity Generation.- Exploring Organizational-Learning Oriented Classifier Systems in Real-World Problems.- Section 3 — Control.- Distributed Routing in Communication Networks using the Temporal Fuzzy Classifier System — a Study on Evolutionary Multi-Agent Control.- The Development of an Industrial Learning Classifier System for Data-Mining in a Steel Hop Strip Mill.- Application of Learning Classifier Systems to the On-Line Reconfiguration of Electric Power Distribution Networks.- Towards Distributed Adaptive Control for Road Traffic Junction Signals using Learning Classifier Systems.- Bibliography of Real-World Classifier Systems Applications.