Reinforcement Learning, second edition

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Author :
Publisher : MIT Press
ISBN 13 : 0262352702
Total Pages : 549 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Reinforcement Learning, second edition by : Richard S. Sutton

Download or read book Reinforcement Learning, second edition written by Richard S. Sutton and published by MIT Press. This book was released on 2018-11-13 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.

The Structuring of Organizations

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Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (137 download)

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Book Synopsis The Structuring of Organizations by : Henry Mintzberg

Download or read book The Structuring of Organizations written by Henry Mintzberg and published by . This book was released on 2009 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Synthesizes the empirical literature on organizationalstructuring to answer the question of how organizations structure themselves --how they resolve needed coordination and division of labor. Organizationalstructuring is defined as the sum total of the ways in which an organizationdivides and coordinates its labor into distinct tasks. Further analysis of theresearch literature is neededin order to builda conceptualframework that will fill in the significant gap left by not connecting adescription of structure to its context: how an organization actuallyfunctions. The results of the synthesis are five basic configurations (the SimpleStructure, the Machine Bureaucracy, the Professional Bureaucracy, theDivisionalized Form, and the Adhocracy) that serve as the fundamental elementsof structure in an organization. Five basic parts of the contemporaryorganization (the operating core, the strategic apex, the middle line, thetechnostructure, and the support staff), and five theories of how it functions(i.e., as a system characterized by formal authority, regulated flows, informalcommunication, work constellations, and ad hoc decision processes) aretheorized. Organizations function in complex and varying ways, due to differing flows -including flows of authority, work material, information, and decisionprocesses. These flows depend on the age, size, and environment of theorganization; additionally, technology plays a key role because of itsimportance in structuring the operating core. Finally, design parameters aredescribed - based on the above five basic parts and five theories - that areused as a means of coordination and division of labor in designingorganizational structures, in order to establish stable patterns of behavior.(CJC).

Gene Drives on the Horizon

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Publisher : National Academies Press
ISBN 13 : 0309437873
Total Pages : 231 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Gene Drives on the Horizon by : National Academies of Sciences, Engineering, and Medicine

Download or read book Gene Drives on the Horizon written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2016-08-28 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research on gene drive systems is rapidly advancing. Many proposed applications of gene drive research aim to solve environmental and public health challenges, including the reduction of poverty and the burden of vector-borne diseases, such as malaria and dengue, which disproportionately impact low and middle income countries. However, due to their intrinsic qualities of rapid spread and irreversibility, gene drive systems raise many questions with respect to their safety relative to public and environmental health. Because gene drive systems are designed to alter the environments we share in ways that will be hard to anticipate and impossible to completely roll back, questions about the ethics surrounding use of this research are complex and will require very careful exploration. Gene Drives on the Horizon outlines the state of knowledge relative to the science, ethics, public engagement, and risk assessment as they pertain to research directions of gene drive systems and governance of the research process. This report offers principles for responsible practices of gene drive research and related applications for use by investigators, their institutions, the research funders, and regulators.

Global Value Chains in a Changing World

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Publisher :
ISBN 13 : 9789287038821
Total Pages : 409 pages
Book Rating : 4.0/5 (388 download)

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Book Synopsis Global Value Chains in a Changing World by : Deborah Kay Elms

Download or read book Global Value Chains in a Changing World written by Deborah Kay Elms and published by . This book was released on 2013 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: A collection of papers by some of the world's leading specialists on global value chains (GVCs). It examines how GVCs have evolved and the challenges they face in a rapidly changing world. The approach is multi-disciplinary, with contributions from economists, political scientists, supply chain management specialists, practitioners and policy-makers. Co-published with the Fung Global Institute and the Temasek

Field Guide to the Difficult Patient Interview

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Publisher : Lippincott Williams & Wilkins
ISBN 13 : 9780781747745
Total Pages : 328 pages
Book Rating : 4.7/5 (477 download)

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Book Synopsis Field Guide to the Difficult Patient Interview by : Frederic W. Platt

Download or read book Field Guide to the Difficult Patient Interview written by Frederic W. Platt and published by Lippincott Williams & Wilkins. This book was released on 2004 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by physicians skilled at coaching colleagues in physician-patient communication, this pocket guide presents practical strategies for handling a wide variety of difficult patient interviews. Each chapter presents a hypothetical scenario, describes effective communication techniques for each phase of the interaction, and identifies pitfalls to avoid. The presentation includes examples of physician-patient dialogue, illustrations showing body language, and key references. This edition includes new chapters on caring for physician-patients, communicating with colleagues, disclosing unexpected outcomes and medical errors, shared decision making and informed consent, and teaching communication skills. Other new chapters describe clinical attitudes such as patience, curiosity, and hope.

Neurodiversity in the Classroom

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Publisher : ASCD
ISBN 13 : 1416614834
Total Pages : 195 pages
Book Rating : 4.4/5 (166 download)

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Book Synopsis Neurodiversity in the Classroom by : Thomas Armstrong

Download or read book Neurodiversity in the Classroom written by Thomas Armstrong and published by ASCD. This book was released on 2012 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book by best-selling author Thomas Armstrong offers classroom strategies for ensuring the academic success of students in five special-needs categories: learning disabilities, attention deficit hyperactivity disorder, autism, intellectual disabilities, and emotional and behavioral disorders.

Textbook of Stroke Medicine

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Publisher : Cambridge University Press
ISBN 13 : 1107047498
Total Pages : 425 pages
Book Rating : 4.1/5 (7 download)

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Book Synopsis Textbook of Stroke Medicine by : Michael Brainin

Download or read book Textbook of Stroke Medicine written by Michael Brainin and published by Cambridge University Press. This book was released on 2014-09-11 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fully revised throughout, the new edition of this concise textbook is aimed at doctors preparing to specialize in stroke care.

Organic Nitrates

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Publisher : Springer Science & Business Media
ISBN 13 : 364266024X
Total Pages : 206 pages
Book Rating : 4.6/5 (426 download)

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Book Synopsis Organic Nitrates by : P. Needleman

Download or read book Organic Nitrates written by P. Needleman and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nitroglycerin and other organic nitrates have been used for over a century in the treatment of angina pectoris. Millions of patients, throughout the world, have placed nitroglycerin tablets under the tongue and have experienced rapid and dramatic relief from the chest pain that frequently occurs as a manifestation of disease of the coronary arteries. The empirical observation of the safe use of nitrates for tile alleviation of the symptoms of angina have led to their widespread medical acceptance. The use of organic nitrates preceded any knowledge of their mechanism of action or their ultimate metabolic fate. Thus, more simply stated, although sub lingual nitrates helped the patients, little was known concerning what these drugs do to the body or what the body does to the drugs. A substantial number of investigators have focused on these questions especially during the last two decades. We now have considerably more insight into the pathways of degradation of organic nitrates and the relationship of the metabolic processes to the biological action of these agents. Similarly, considerable effort has been expended in understanding the mechanism of action of these agents directly on vascular smooth muscle and on cardiac work and performance. Finally, there is a more substantive understanding of the physiology of the coronary circulation as well as the" pathophysiologic manifestations of myocardial disease.

Service And Operations Management

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Publisher : World Scientific Publishing Company
ISBN 13 : 9813209461
Total Pages : 691 pages
Book Rating : 4.8/5 (132 download)

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Book Synopsis Service And Operations Management by : Cengiz Haksever

Download or read book Service And Operations Management written by Cengiz Haksever and published by World Scientific Publishing Company. This book was released on 2017-12-26 with total page 691 pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of this book is to provide cutting-edge information on service management such as the role services play in an economy, service strategy, ethical issues in services and service supply chains. It also covers basic topics of operations management including linear and goal programming, project management, inventory management and forecasting.This book takes a multidisciplinary approach to services and operational management challenges; it draws upon the theory and practice in many fields of study such as economics, management science, statistics, psychology, sociology, ethics and technology, to name a few. It contains chapters most textbooks do not include, such as ethics, management of public and non-profit service organizations, productivity and measurement of performance, routing and scheduling of service vehicles.An Instructor's Solutions Manual is available upon request for all instructors who adopt this book as a course text. Please send your request to [email protected].

A Practical Guide to Trade Policy Analysis

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Publisher :
ISBN 13 : 9789287038128
Total Pages : 0 pages
Book Rating : 4.0/5 (381 download)

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Book Synopsis A Practical Guide to Trade Policy Analysis by : Marc Bacchetta

Download or read book A Practical Guide to Trade Policy Analysis written by Marc Bacchetta and published by . This book was released on 2012 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Trade flows and trade policies need to be properly quantified to describe, compare, or follow the evolution of policies between sectors or countries or over time. This is essential to ensure that policy choices are made with an appropriate knowledge of the real conditions. This practical guide introduces the main techniques of trade and trade policy data analysis. It shows how to develop the main indexes used to analyze trade flows, tariff structures, and non-tariff measures. It presents the databases needed to construct these indexes as well as the challenges faced in collecting and processing these data, such as measurement errors or aggregation bias. Written by experts with practical experience in the field, A Practical Guide to Trade Policy Analysis has been developed to contribute to enhance developing countries' capacity to analyze and implement trade policy. It offers a hands-on introduction on how to estimate the distributional effects of trade policies on welfare, in particular on inequality and poverty. The guide is aimed at government experts engaged in trade negotiations, as well as students and researchers involved in trade-related study or research. An accompanying DVD contains data sets and program command files required for the exercises. Copublished by the WTO and the United Nations Conference on Trade and Development

Technology, Policy, Law, and Ethics Regarding U.S. Acquisition and Use of Cyberattack Capabilities

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Publisher : National Academies Press
ISBN 13 : 0309138507
Total Pages : 391 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Technology, Policy, Law, and Ethics Regarding U.S. Acquisition and Use of Cyberattack Capabilities by : National Research Council

Download or read book Technology, Policy, Law, and Ethics Regarding U.S. Acquisition and Use of Cyberattack Capabilities written by National Research Council and published by National Academies Press. This book was released on 2009-11-27 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: The United States is increasingly dependent on information and information technology for both civilian and military purposes, as are many other nations. Although there is a substantial literature on the potential impact of a cyberattack on the societal infrastructure of the United States, little has been written about the use of cyberattack as an instrument of U.S. policy. Cyberattacks-actions intended to damage adversary computer systems or networks-can be used for a variety of military purposes. But they also have application to certain missions of the intelligence community, such as covert action. They may be useful for certain domestic law enforcement purposes, and some analysts believe that they might be useful for certain private sector entities who are themselves under cyberattack. This report considers all of these applications from an integrated perspective that ties together technology, policy, legal, and ethical issues. Focusing on the use of cyberattack as an instrument of U.S. national policy, Technology, Policy, Law and Ethics Regarding U.S. Acquisition and Use of Cyberattack Capabilities explores important characteristics of cyberattack. It describes the current international and domestic legal structure as it might apply to cyberattack, and considers analogies to other domains of conflict to develop relevant insights. Of special interest to the military, intelligence, law enforcement, and homeland security communities, this report is also an essential point of departure for nongovernmental researchers interested in this rarely discussed topic.

Handbook of ICU Therapy

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Publisher : Cambridge University Press
ISBN 13 : 0521678579
Total Pages : 453 pages
Book Rating : 4.5/5 (216 download)

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Book Synopsis Handbook of ICU Therapy by : Ian McConachie

Download or read book Handbook of ICU Therapy written by Ian McConachie and published by Cambridge University Press. This book was released on 2006-01-12 with total page 453 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handbook of ICU Therapy provides rapid access to important information on the treatment of the critically ill patient. It comprises a series of 'cutting edge' reviews of the most advanced treatment concepts available in the modern ICU. Whilst assuming a basic knowledge of underlying conditions, it nonetheless outlines key physiological principles where necessary, and critically reviews current literature and best practice. The heart of the book is aimed at providing key practical information on treatment techniques to the busy clinician in an easily accessible style. In addition to conventional drug therapy, ventilator, fluid and physical therapies are also discussed in detail. All of the authors are directly involved in ICU research and practice and are familiar with all of the latest developments in this fast-moving field of medicine.

Behavior Management in Dentistry for Children

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Publisher : John Wiley & Sons
ISBN 13 : 111880435X
Total Pages : 272 pages
Book Rating : 4.1/5 (188 download)

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Book Synopsis Behavior Management in Dentistry for Children by : Gerald Z. Wright

Download or read book Behavior Management in Dentistry for Children written by Gerald Z. Wright and published by John Wiley & Sons. This book was released on 2014-01-21 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: Guiding patient behavior is as important as ever for the practicing dentist, and the behavior of pediatric patients is perhaps the most challenging to manage. Drs. Wright and Kupietzky here update Dr. Wright’s classic work on managing pediatric dental patients. Behavior Management in Dentistry for Children,2nd Edition, has been entirely rewritten and includes the latest and most effective management strategies from an international team of experts in the field. The book addresses the influence of family and parenting styles on children’s behavior and the factors that determine how children behave in the dental office. Pharmacological and non-pharmacological management techniques are described in depth, as are techniques for dealing with special needs patients. Clinical scenarios are described throughout the book, with practical application of the taught principles. The final part of the book covers the dental environment—training office personnel to manage children’s behavior, practical considerations for behavior guidance, and the effects of the physical dental office environment. Behavior Management in Dentistry for Children,2nd Edition, is ideal for pediatric residents, dental students, and practicing dentists who see children on a regular basis.

The Geography of Networks and R&D Collaborations

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Publisher : Springer
ISBN 13 : 9783319343778
Total Pages : 0 pages
Book Rating : 4.3/5 (437 download)

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Book Synopsis The Geography of Networks and R&D Collaborations by : Thomas Scherngell

Download or read book The Geography of Networks and R&D Collaborations written by Thomas Scherngell and published by Springer. This book was released on 2016-08-23 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The geography of networks and R&D collaborations, in particular the spatial dimension of interactions between organisations performing joint R&D, have attracted a burst of attention in the last decade, both in the scientific study of the networks and in the policy sector. The volume is intended to bring together a selection of articles providing novel theoretical and empirical insights into the geographical dynamics of such networks and R&D collaborations, using new, systematic data sources and employing cutting-edge spatial analysis and spatial econometric techniques. It comprises a section on analytic advances and methodology and two thematic sections on structure and spatial characteristics of R&D networks and the impact of R&D networks and policy implications. The edited volume provides a collection of high-level research contributions with an aim to contribute to the recent debate in economic geography and regional science on how the structure of formal and informal networks modifies and influences the spatial and temporal diffusion of knowledge.

Turfgrass: Science and Culture

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Publisher : Prentice Hall
ISBN 13 :
Total Pages : 682 pages
Book Rating : 4.:/5 (89 download)

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Book Synopsis Turfgrass: Science and Culture by : James B Beard

Download or read book Turfgrass: Science and Culture written by James B Beard and published by Prentice Hall. This book was released on 1972 with total page 682 pages. Available in PDF, EPUB and Kindle. Book excerpt: A classic and best-selling text for sod and turfgrass courses covering lawnkeeping and athletic groundskeeping.

Immunophenotyping

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Publisher : Humana
ISBN 13 : 9781493996490
Total Pages : 375 pages
Book Rating : 4.9/5 (964 download)

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Book Synopsis Immunophenotyping by : J Philip McCoy Jr

Download or read book Immunophenotyping written by J Philip McCoy Jr and published by Humana. This book was released on 2019-09-29 with total page 375 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents the latest collection of immunophenotypic techniques and applications used in research and clinical settings. Chapters in this book cover topics such as constructions of high dimensions fluorescence and mass cytometry panels; fluorescence barcoding; using dried or lyophilized reagents; and immunophenotypic examples of specific cell types. The book concludes with a discussion on the critical roles of quality control and immunophenotyping in the clinical environment. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and tips on troubleshooting and avoiding known pitfalls. Cutting-edge and comprehensive, Immunophenotyping: Methods and Protocols is a valuable resource for any researchers, clinician, or scientist interested in learning more about this evolving field.

Developing Sustainable Digital Libraries: Socio-Technical Perspectives

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Author :
Publisher : IGI Global
ISBN 13 : 1615207686
Total Pages : 378 pages
Book Rating : 4.6/5 (152 download)

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Book Synopsis Developing Sustainable Digital Libraries: Socio-Technical Perspectives by : Ashraf, Tariq

Download or read book Developing Sustainable Digital Libraries: Socio-Technical Perspectives written by Ashraf, Tariq and published by IGI Global. This book was released on 2010-03-31 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides tools to complement an organization's burgeoning information treasuries, exploring new frontiers by looking at social and economic aspects of digital libraries and their sustainability"--Provided by publisher.