{"product_id":"collectives-and-the-design-of-complex-systems-9781461264729","title":"Collectives and the Design of Complex Systems","description":"\u003cp\u003e • Author(s): Kagan Tumer\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e \u003c\/p\u003e \u003cp\u003eIncreasingly powerful computers are making possible distributed systems comprised of many adaptive and self-motivated computational agents. Such systems, when distinguished by system-level performance criteria, are known as \"collectives.\"\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eCollectives and the Design of Complex Systems lays the foundation for a science of collectives and describes how to design them for optimal performance. An introductory survey chapter is followed by descriptions of information-processing problems that can only be solved by the joint actions of large communities of computers, each running its own complex, decentralized machine-learning algorithm. Subsequent chapters analyze the dynamics and structures of collectives, as well as address economic, model-free, and control-theory approaches to designing complex systems. The work assumes a modest understanding of basic statistics and calculus.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003cbr\u003eTopics and Features: \u003c\/p\u003e \u003cp\u003eIntroduces the burgeoning science of collectives and its practical applications in a single useful volume \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003eCombines approaches from known researchers in the physics, economics, game theory, biology, and artificial intelligence (A.I.) communities \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003eAnalyzes the role of information transmission in collectives, such as in the minority game, specific game theory scenarios, and computational ecologies \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003ePresents a broad view of state-of-the-art techniques and developments in the field \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003eDescribes the benefits and promise of collectives-based design of systems, and explores recent challenges faced by researchers \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003eHighlights the interdisciplinary value to studying and using collectives \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003eProvides a comprehensive subject index and chapter-ending bibliographies \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003cbr\u003e\u003c\/p\u003e \u003cp\u003eWith an accessible style that integrates key theoretical principles with applications in real-world scenarios, this unique monograph surveys the latest research on the dynamics of collectives, their A.I.-related aspects, and critical design issues pertaining to them. Computer scientists, computer engineers, and practitioners, researchers, and graduate students with an interest in this new and growing field will find the book an authoritative introduction and resource.\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Paperback","offer_id":45273750438039,"sku":"9781461264729","price":3672.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781461264729.webp?v=1769237487","url":"https:\/\/atlanticbooks.com\/products\/collectives-and-the-design-of-complex-systems-9781461264729","provider":"Atlantic Books","version":"1.0","type":"link"}