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This original and timely monograph describes a unique self-contained excursion that reveals to the readers the roles of two basic cognitive abilities, i.e. intention recognition and arranging commitments, in the evolution of cooperative behavior. This book analyses intention recognition, an important ability that helps agents predict others’ behavior, in its artificial intelligence and evolutionary computational modeling aspects, and proposes a novel intention recognition method. Furthermore, the book presents a new framework for intention-based decision making and illustrates several ways in which an ability to recognize intentions of others can enhance a decision making process. By employing the new intention recognition method and the tools of evolutionary game theory, this book introduces computational models demonstrating that intention recognition promotes the emergence of cooperation within populations of self-regarding agents. Finally, the book describes how commitment provides a pathway to the evolution of cooperative behavior, and how it further empowers intention recognition, thereby leading to a combined improved strategy.
This monograph investigates the fundamental roles of intention recognition and commitment in the evolution of cooperative behavior. The book analyzes intention recognition from artificial intelligence and evolutionary computational modeling perspectives, proposing a novel method and a new framework for intention-based decision making. It demonstrates how recognizing others' intentions can enhance decision-making processes and, through computational models employing evolutionary game theory, shows that this ability promotes cooperation among self-regarding agents. Furthermore, the work explores how commitment facilitates the evolution of cooperation and amplifies the effectiveness of intention recognition, leading to a combined strategy that further improves cooperative outcomes.
This work is presented as a unique and timely monograph that offers a self-contained exploration of intention recognition and commitment in the context of cooperative behavior evolution. The book's approach integrates artificial intelligence techniques with evolutionary game theory models to demonstrate its core arguments. The author's detailed analysis and novel proposals are intended to provide readers with a comprehensive understanding of these cognitive abilities' impact on cooperation. The structured presentation aims to guide readers through complex computational modeling and theoretical frameworks.
Page Count:
167
Publication Date:
2015-05-22
Publisher:
Springer Berlin Heidelberg
ISBN-10:
3642448704
ISBN-13:
9783642448706
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