Evolutionary Multi-Agent Systems
From Inspirations to Applications
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Beschreibung
This book addresses agent-based computing, concentrating in particular on evolutionary multi-agent systems (EMAS), which have been developed since 1996 at the AGH University of Science and Technology in Cracow, Poland. It provides the relevant background information on and a detailed description of this computing paradigm, along with key experimental results.
Readers will benefit from the insightful discussion, which primarily concerns the efficient implementation of computing frameworks for developing EMAS and similar computing systems, as well as a detailed formal model. Theoretical deliberations demonstrating that computing with EMAS always helps to find the optimal solution are alsoincluded, rounding out the coverage.
This book addresses agent-based computing, concentrating in particular on evolutionary multi-agent systems (EMAS), which have been developed since 1996 at the AGH University of Science and Technology in Cracow, Poland. It provides the relevant background information on and a detailed description of this computing paradigm, along with key experimental results.
Readers will benefit from the insightful discussion, which primarily concerns the efficient implementation of computing frameworks for developing EMAS and similar computing systems, as well as a detailed formal model. Theoretical deliberations demonstrating that computing with EMAS always helps to find the optimal solution are also included, rounding out the coverage.
Includes a full formal analysis of evolutionary multi-agent systems (EMAS) Provides a literature review and explores the motivation and definition of the systems considered Explains the design and implementation of the platforms supporting EMAS-like computations Presents experimental results obtained by applying EMAS and some of its modifications to solve discrete and continuous problems Explores the possibilities of adapting particular EMAS parameters to solve benchmarking problems of varying difficulty Includes supplementary material: sn.pub/extras
Autor*in
Aleksander Byrski
Themen in »Evolutionary Multi-Agent Systems«
Multi-Agent Systems Book Query Optimization Evolutionary Multi-Agent Systems Applications EMAS Intelligent Systems algorithm analysis and problem complexity