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Decision Making in Complex Systems: The DeciMaS Agent-based Interdisciplinary Framework Approach

✍ Scribed by Marina V. Sokolova, Antonio FernÑndez Caballero (auth.)


Publisher
Springer-Verlag Berlin Heidelberg
Year
2012
Tongue
English
Leaves
201
Series
Intelligent Systems Reference Library 30
Edition
1
Category
Library

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✦ Synopsis


The study of complex systems attracts the attention of many researchers in diverse fields. Complex systems are characterized by a high number of entities and a high degree of interactions. One of the most important features is that they do not involve a central organizing authority, but the various elements that make up the systems are self-organized. Moreover, some complex systems possess an emergency priority: climate change and sustainable development research, studies of public health, ecosystem habitats, epidemiology, and medicine, among others.

Unfortunately, a great number of today’s overlapping approaches fail to meet the needs of decision makers when managing complex domains. Indeed, the design of complex systems often requires the integration of a number of artificial intelligence tools and techniques. The problem can be viewed in terms of goals, states, and actions, choosing the best action to move the system toward its desired state or behavior. This is why agent-based approaches are used to model complex systems.

The main objective of this book is to bring together existing methods for decision support systems creation within a coherent agent-based framework and to provide an interdisciplinary and flexible methodology for modeling complex and systemic domains.

✦ Table of Contents


Front Matter....Pages 1-13
Decision Making in Complex Systems....Pages 1-18
A Review on Frameworks for Decision Support Systems....Pages 19-45
Design and Implementation of the DeciMaS Framework....Pages 47-88
A Case Study for the DeciMaS Framework....Pages 89-138
Data and Results....Pages 139-167
Conclusions....Pages 169-172
Back Matter....Pages 1-12

✦ Subjects


Computational Intelligence;Complexity;Artificial Intelligence (incl. Robotics)


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