Solutions to the Exploration-Exploitation Dilemma PDF Download
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Author: Christian Stadler
Publisher:
ISBN:
Category :
Languages : en
Pages : 0
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Book Description
This paper reviews the extant literature on the exploration/exploitation dilemma. Based on a systematic analysis of structural, behavioural, systemic and temporal solutions, the authors are able to show that the learning literature continues to struggle with the question of how exactly an organization can separate exploration and exploitation and at the same time enable necessary knowledge exchange and cooperation between these two notions. Paying closer attention to networks might enable future research to answer this question. In particular, a combination of structural aspects of networks and social ties has the potential to explain how the solutions currently on offer can be implemented successfully, how organizations can combine several of them, and how they can shift between them.
Author: Christian Stadler
Publisher:
ISBN:
Category :
Languages : en
Pages : 0
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Book Description
This paper reviews the extant literature on the exploration/exploitation dilemma. Based on a systematic analysis of structural, behavioural, systemic and temporal solutions, the authors are able to show that the learning literature continues to struggle with the question of how exactly an organization can separate exploration and exploitation and at the same time enable necessary knowledge exchange and cooperation between these two notions. Paying closer attention to networks might enable future research to answer this question. In particular, a combination of structural aspects of networks and social ties has the potential to explain how the solutions currently on offer can be implemented successfully, how organizations can combine several of them, and how they can shift between them.
Author: Abdelhamid Bouchachia
Publisher: Springer Science & Business Media
ISBN: 3642238564
Category : Computers
Languages : en
Pages : 441
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Book Description
This book constitutes the proceedings of the International Conference on Adaptive and Intelligent Systems, ICAIS 2011, held in Klagenfurt, Austria, in September 2011. The 36 full papers included in these proceedings together with the abstracts of 4 invited talks, were carefully reviewed and selected from 72 submissions. The contributions are organized under the following topical sections: incremental learning; adaptive system architecture; intelligent system engineering; data mining and pattern recognition; intelligent agents; and computational intelligence.
Author: S. Sinha
Publisher:
ISBN:
Category :
Languages : en
Pages : 24
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Book Description
This paper argues that the dilemma of exploration versus exploitation also exits in case of new ventures (start-ups) especially in their growth phase, and thus raises the need for investigating the mechanisms of how ambidexterity is managed in the growth phase of new ventures. For this we discuss the challenges of managing the duality of exploration and exploitation, and how this is relevant in a new venture's growth context. The paper highlights how the top management characteristics and behavior may influence the balancing of this duality, and how it may affect the firm's performance. The paper also suggests potential research areas on the issue discussed.
Author:
Publisher: Palgrave Macmillan
ISBN: 9780230537217
Category : Business & Economics
Languages : en
Pages : 0
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Book Description
The Palgrave Encyclopedia of Strategic Management has been written by an international team of leading academics, practitioners and rising stars and contains almost 550 individually commissioned entries. It is the first resource of its kind to pull together such a comprehensive overview of the field and covers both the theoretical and more empirically/practitioner oriented side of the discipline.
Author: Kyriakos G. Vamvoudakis
Publisher: Springer Nature
ISBN: 3030609901
Category : Technology & Engineering
Languages : en
Pages : 833
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Book Description
This handbook presents state-of-the-art research in reinforcement learning, focusing on its applications in the control and game theory of dynamic systems and future directions for related research and technology. The contributions gathered in this book deal with challenges faced when using learning and adaptation methods to solve academic and industrial problems, such as optimization in dynamic environments with single and multiple agents, convergence and performance analysis, and online implementation. They explore means by which these difficulties can be solved, and cover a wide range of related topics including: deep learning; artificial intelligence; applications of game theory; mixed modality learning; and multi-agent reinforcement learning. Practicing engineers and scholars in the field of machine learning, game theory, and autonomous control will find the Handbook of Reinforcement Learning and Control to be thought-provoking, instructive and informative.
Author: Rüdiger Dillmann
Publisher: Springer
ISBN: 3642161111
Category : Computers
Languages : en
Pages : 458
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Book Description
The 33rd Annual German Conference on Arti?cial Intelligence (KI 2010) took place at the Karlsruhe Institute of Technology KIT, September 21–24, 2010, under the motto “Anthropomatic Systems.” In this volume you will ?nd the keynote paper and 49 papers of oral and poster presentations. The papers were selected from 73 submissions, resulting in an acceptance rate of 67%. As usual at the KI conferences, two entire days were allocated for targeted workshops—seventhis year—andone tutorial. The workshopand tutorialma- rials are not contained in this volume, but the conference website, www.ki2010.kit.edu,will provide information and references to their contents. Recent trends in AI research have been focusing on anthropomatic systems, which address synergies between humans and intelligent machines. This trend is emphasized through the topics of the overall conference program. They include learning systems, cognition, robotics, perception and action, knowledge rep- sentation and reasoning, and planning and decision making. Many topics deal with uncertainty in various scenarios and incompleteness of knowledge. Summarizing, KI 2010 provides a cross section of recent research in modern AI methods and anthropomatic system applications. We are very grateful that Jos ́ edel Mill ́ an, Hans-Hellmut Nagel, Carl Edward Rasmussen, and David Vernon accepted our invitation to give a talk.
Author: K Warner Schaie
Publisher: Academic Press
ISBN: 0123808839
Category : Psychology
Languages : en
Pages : 436
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Book Description
The Handbook of the Psychology of Aging, Seventh Edition, provides a basic reference source on the behavioral processes of aging for researchers, graduate students, and professionals. It also provides perspectives on the behavioral science of aging for researchers and professionals from other disciplines. The book is organized into four parts. Part 1 reviews key methodological and analytical issues in aging research. It examines some of the major historical influences that might provide explanatory mechanisms for a better understanding of cohort and period differences in psychological aging processes. Part 2 includes chapters that discuss the basics and nuances of executive function; the history of the morphometric research on normal brain aging; and the neural changes that occur in the brain with aging. Part 3 deals with the social and health aspects of aging. It covers the beliefs that individuals have about how much they can control various outcomes in their life; the impact of stress on health and aging; and the interrelationships between health disparities, social class, and aging. Part 4 discusses the emotional aspects of aging; family caregiving; and mental disorders and legal capacities in older adults. Contains all the main areas of psychological gerontological research in one volume Entire section on neuroscience and aging Begins with a section on theory and methods Edited by one of the father of gerontology (Schaie) and contributors represent top scholars in gerontology
Author: William J. Abernathy
Publisher:
ISBN:
Category : Business & Economics
Languages : en
Pages : 288
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Book Description
Monograph on the fundamental dilemma between productivity and Innovation in the motor vehicle industry in the USA - following a historical account of the evolution of automobile design, shows how obstacles set by competitiveness, automation, etc. Shaped the course of technological change, and includes case studies with their respective chronology of events. Bibliography pp. 251 to 258, diagrams, graphs, photographs, references and statistical tables.
Author: Brian Christian
Publisher: Macmillan
ISBN: 1627790365
Category : Business & Economics
Languages : en
Pages : 366
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Book Description
'Algorithms to Live By' looks at the simple, precise algorithms that computers use to solve the complex 'human' problems that we face, and discovers what they can tell us about the nature and origin of the mind.
Author: Darrell Andrew Worthy
Publisher:
ISBN:
Category :
Languages : en
Pages :
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