Generative Social Science

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Generative Social Science

Author : Joshua M. Epstein
Publisher : Princeton University Press
ISBN 13 : 1400842875
Total Pages : 384 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Generative Social Science by : Joshua M. Epstein

Download or read book Generative Social Science written by Joshua M. Epstein and published by Princeton University Press. This book was released on 2012-01-02 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Agent-based computational modeling is changing the face of social science. In Generative Social Science, Joshua Epstein argues that this powerful, novel technique permits the social sciences to meet a fundamentally new standard of explanation, in which one "grows" the phenomenon of interest in an artificial society of interacting agents: heterogeneous, boundedly rational actors, represented as mathematical or software objects. After elaborating this notion of generative explanation in a pair of overarching foundational chapters, Epstein illustrates it with examples chosen from such far-flung fields as archaeology, civil conflict, the evolution of norms, epidemiology, retirement economics, spatial games, and organizational adaptation. In elegant chapter preludes, he explains how these widely diverse modeling studies support his sweeping case for generative explanation. This book represents a powerful consolidation of Epstein's interdisciplinary research activities in the decade since the publication of his and Robert Axtell's landmark volume, Growing Artificial Societies. Beautifully illustrated, Generative Social Science includes a CD that contains animated movies of core model runs, and programs allowing users to easily change assumptions and explore models, making it an invaluable text for courses in modeling at all levels.

Agent_Zero

Author : Joshua M. Epstein
Publisher : Princeton University Press
ISBN 13 : 0691158886
Total Pages : 267 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Agent_Zero by : Joshua M. Epstein

Download or read book Agent_Zero written by Joshua M. Epstein and published by Princeton University Press. This book was released on 2014-02-23 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Final Volume of the Groundbreaking Trilogy on Agent-Based Modeling In this pioneering synthesis, Joshua Epstein introduces a new theoretical entity: Agent_Zero. This software individual, or "agent," is endowed with distinct emotional/affective, cognitive/deliberative, and social modules. Grounded in contemporary neuroscience, these internal components interact to generate observed, often far-from-rational, individual behavior. When multiple agents of this new type move and interact spatially, they collectively generate an astonishing range of dynamics spanning the fields of social conflict, psychology, public health, law, network science, and economics. Epstein weaves a computational tapestry with threads from Plato, Hume, Darwin, Pavlov, Smith, Tolstoy, Marx, James, and Dostoevsky, among others. This transformative synthesis of social philosophy, cognitive neuroscience, and agent-based modeling will fascinate scholars and students of every stripe. Epstein's computer programs are provided in the book or on its Princeton University Press website, along with movies of his "computational parables.? Agent_Zero is a signal departure in what it includes (e.g., a new synthesis of neurally grounded internal modules), what it eschews (e.g., standard behavioral imitation), the phenomena it generates (from genocide to financial panic), and the modeling arsenal it offers the scientific community. For generative social science, Agent_Zero presents a groundbreaking vision and the tools to realize it.

Growing Artificial Societies

Author : Joshua M. Epstein
Publisher : Brookings Institution Press
ISBN 13 : 9780262050531
Total Pages : 234 pages
Book Rating : 4.0/5 (55 download)

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Book Synopsis Growing Artificial Societies by : Joshua M. Epstein

Download or read book Growing Artificial Societies written by Joshua M. Epstein and published by Brookings Institution Press. This book was released on 1996-10-11 with total page 234 pages. Available in PDF, EPUB and Kindle. Book excerpt: ""Growing Artificial Societies" is a milestone in social science research. It vividly demonstrates the potential of agent-based computer simulation to break disciplinary boundaries. It does this by analyzing in a unified framework the dynamic interactions of such diverse activities as trade, combat, mating, culture, and disease. It is an impressive achievement." -- Robert Axelrod, University of Michigan How do social structures and group behaviors arise from the interaction of individuals? "Growing Artificial Societies" approaches this question with cutting-edge computer simulation techniques. Fundamental collective behaviors such as group formation, cultural transmission, combat, and trade are seen to "emerge" from the interaction of individual agents following a few simple rules. In their program, named Sugarscape, Epstein and Axtell begin the development of a "bottom up" social science that is capturing the attention of researchers and commentators alike. The study is part of the 2050 Project, a joint venture of the Santa Fe Institute, the World Resources Institute, and the Brookings Institution. The project is an international effort to identify conditions for a sustainable global system in the next century and to design policies to help achieve such a system. "Growing Artificial Societies" is also available on CD-ROM, which includes about 50 animations that develop the scenarios described in the text. "Copublished with the Brookings Institution"

New Thinking in Complexity for the Social Sciences and Humanities

Author : Ton Jörg
Publisher : Springer Science & Business Media
ISBN 13 : 9789400713031
Total Pages : 321 pages
Book Rating : 4.7/5 (13 download)

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Book Synopsis New Thinking in Complexity for the Social Sciences and Humanities by : Ton Jörg

Download or read book New Thinking in Complexity for the Social Sciences and Humanities written by Ton Jörg and published by Springer Science & Business Media. This book was released on 2011-08-09 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: The underlying idea and motive for the book is that the notion of complexity may humanize the social sciences, may conceive the complex human being as more human, and turn reality as assumed in our doing social science into a more complex, that is a richer reality for all. The main focus of this book is on new thinking in complexity, with complexity to be taken as derived from the Latin word complexus: ‘that which is interwoven.’ The trans-disciplinary approach advocated here will be trans-disciplinary in two ways: firstly, by going beyond the separate disciplines within the fields of both natural sciences and social sciences, and, secondly, by going beyond the separate cultures of the natural sciences and of the social sciences and humanities.

Quantitative Social Science

Author : Kosuke Imai
Publisher : Princeton University Press
ISBN 13 : 0691191093
Total Pages : 464 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Quantitative Social Science by : Kosuke Imai

Download or read book Quantitative Social Science written by Kosuke Imai and published by Princeton University Press. This book was released on 2021-03-16 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Princeton University Press published Imai's textbook, Quantitative Social Science: An Introduction, an introduction to quantitative methods and data science for upper level undergrads and graduates in professional programs, in February 2017. What is distinct about the book is how it leads students through a series of applied examples of statistical methods, drawing on real examples from social science research. The original book was prepared with the statistical software R, which is freely available online and has gained in popularity in recent years. But many existing courses in statistics and data sciences, particularly in some subject areas like sociology and law, use STATA, another general purpose package that has been the market leader since the 1980s. We've had several requests for STATA versions of the text as many programs use it by default. This is a "translation" of the original text, keeping all the current pedagogical text but inserting the necessary code and outputs from STATA in their place"--

Generative Mechanisms Transforming the Social Order

Author : Margaret S. Archer
Publisher : Springer
ISBN 13 : 3319137735
Total Pages : 248 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Generative Mechanisms Transforming the Social Order by : Margaret S. Archer

Download or read book Generative Mechanisms Transforming the Social Order written by Margaret S. Archer and published by Springer. This book was released on 2015-02-18 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume examines how generative mechanisms emerge in the social order and their consequences. It does so in the light of finding answers to the general question posed in this book series: Will Late Modernity be replaced by a social formation that could be called Morphogenic Society? This volume clarifies what a ‘generative mechanism’ is, to achieve a better understanding of their social origins, and to delineate in what way such mechanisms exert effects within a current social formation, either stabilizing it or leading to changes potentially replacing it . The book explores questions about conjuncture, convergence and countervailing effects of morphogenetic mechanisms in order to assess their impact. Simultaneously, it looks at how products of positive feedback intertwine with the results of (morphostatic) negative feedback. This process also requires clarification, especially about the conditions under which morphostasis prevails over morphogenesis and vice versa. It raises the issue as to whether their co-existence can be other than short-lived. The volume addresses whether or not there also is a process of ‘morpho-necrosis’, i.e. the ultimate demise of certain morphostatic mechanisms, such that they cannot ‘recover’. The book concludes that not only are generative mechanisms required to explain associations between variables involved in the replacement of Late Modernity by Morphogenic Society, but they are also robust enough to account for cases and times when such variables show no significant correlations.

Introduction to Computational Social Science

Author : Claudio Cioffi-Revilla
Publisher : Springer
ISBN 13 : 3319501313
Total Pages : 636 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Introduction to Computational Social Science by : Claudio Cioffi-Revilla

Download or read book Introduction to Computational Social Science written by Claudio Cioffi-Revilla and published by Springer. This book was released on 2017-06-29 with total page 636 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook provides a comprehensive and reader-friendly introduction to the field of computational social science (CSS). Presenting a unified treatment, the text examines in detail the four key methodological approaches of automated social information extraction, social network analysis, social complexity theory, and social simulation modeling. This updated new edition has been enhanced with numerous review questions and exercises to test what has been learned, deepen understanding through problem-solving, and to practice writing code to implement ideas. Topics and features: contains more than a thousand questions and exercises, together with a list of acronyms and a glossary; examines the similarities and differences between computers and social systems; presents a focus on automated information extraction; discusses the measurement, scientific laws, and generative theories of social complexity in CSS; reviews the methodology of social simulations, covering both variable- and object-oriented models.

Doing Computational Social Science

Author : John McLevey
Publisher : SAGE
ISBN 13 : 1529737591
Total Pages : 556 pages
Book Rating : 4.5/5 (297 download)

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Book Synopsis Doing Computational Social Science by : John McLevey

Download or read book Doing Computational Social Science written by John McLevey and published by SAGE. This book was released on 2021-12-15 with total page 556 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational approaches offer exciting opportunities for us to do social science differently. This beginner’s guide discusses a range of computational methods and how to use them to study the problems and questions you want to research. It assumes no knowledge of programming, offering step-by-step guidance for coding in Python and drawing on examples of real data analysis to demonstrate how you can apply each approach in any discipline. The book also: Considers important principles of social scientific computing, including transparency, accountability and reproducibility. Understands the realities of completing research projects and offers advice for dealing with issues such as messy or incomplete data and systematic biases. Empowers you to learn at your own pace, with online resources including screencast tutorials and datasets that enable you to practice your skills and get up to speed. For anyone who wants to use computational methods to conduct a social science research project, this book equips you with the skills, good habits and best working practices to do rigorous, high quality work.

Pathways Between Social Science and Computational Social Science

Author : Tamás Rudas
Publisher : Springer Nature
ISBN 13 : 3030549364
Total Pages : 284 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Pathways Between Social Science and Computational Social Science by : Tamás Rudas

Download or read book Pathways Between Social Science and Computational Social Science written by Tamás Rudas and published by Springer Nature. This book was released on 2021-01-22 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume shows that the emergence of computational social science (CSS) is an endogenous response to problems from within the social sciences and not exogeneous. The three parts of the volume address various pathways along which CSS has been developing from and interacting with existing research frameworks. The first part exemplifies how new theoretical models and approaches on which CSS research is based arise from theories of social science. The second part is about methodological advances facilitated by CSS-related techniques. The third part illustrates the contribution of CSS to traditional social science topics, further attesting to the embedded nature of CSS. The expected readership of the volume includes researchers with a traditional social science background who wish to approach CSS, experts in CSS looking for substantive links to more traditional social science theories, methods and topics, and finally, students working in both fields.

Violence as a Generative Force

Author : Max Bergholz
Publisher : Cornell University Press
ISBN 13 : 1501706438
Total Pages : 462 pages
Book Rating : 4.5/5 (17 download)

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Book Synopsis Violence as a Generative Force by : Max Bergholz

Download or read book Violence as a Generative Force written by Max Bergholz and published by Cornell University Press. This book was released on 2016-11-29 with total page 462 pages. Available in PDF, EPUB and Kindle. Book excerpt: During two terrifying days and nights in early September 1941, the lives of nearly two thousand men, women, and children were taken savagely by their neighbors in Kulen Vakuf, a small rural community straddling today’s border between northwest Bosnia and Croatia. This frenzy—in which victims were butchered with farm tools, drowned in rivers, and thrown into deep vertical caves—was the culmination of a chain of local massacres that began earlier in the summer. In Violence as a Generative Force, Max Bergholz tells the story of the sudden and perplexing descent of this once peaceful multiethnic community into extreme violence. This deeply researched microhistory provides provocative insights to questions of global significance: What causes intercommunal violence? How does such violence between neighbors affect their identities and relations? Contrary to a widely held view that sees nationalism leading to violence, Bergholz reveals how the upheavals wrought by local killing actually created dramatically new perceptions of ethnicity—of oneself, supposed "brothers," and those perceived as "others." As a consequence, the violence forged new communities, new forms and configurations of power, and new practices of nationalism. The history of this community was marked by an unexpected explosion of locally executed violence by the few, which functioned as a generative force in transforming the identities, relations, and lives of the many. The story of this largely unknown Balkan community in 1941 provides a powerful means through which to rethink fundamental assumptions about the interrelationships among ethnicity, nationalism, and violence, both during World War II and more broadly throughout the world.

Social Physics

Author : Alex Pentland
Publisher : Penguin
ISBN 13 : 1594205655
Total Pages : 322 pages
Book Rating : 4.5/5 (942 download)

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Book Synopsis Social Physics by : Alex Pentland

Download or read book Social Physics written by Alex Pentland and published by Penguin. This book was released on 2014 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: A landmark tour of the new science of "idea flow" outlines revolutionary insights into the mysteries of collective intelligence and social influence, explaining the virtually unlimited data sets of today's digital technologies and the considerable accuracy of information from social networks.

Generative Emergence

Author : Benyamin B. Lichtenstein
Publisher : Oxford University Press, USA
ISBN 13 : 0199933596
Total Pages : 481 pages
Book Rating : 4.1/5 (999 download)

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Book Synopsis Generative Emergence by : Benyamin B. Lichtenstein

Download or read book Generative Emergence written by Benyamin B. Lichtenstein and published by Oxford University Press, USA. This book was released on 2014 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'Generative Emergence' provides insight into the non-linear dynamics that lead to organizational emergence through the use of complexity sciences. The book explores how the model of generative emergence could be applied to enact emergence within and across organizations.

Complexity Theory and the Social Sciences

Author : David Byrne
Publisher : Routledge
ISBN 13 : 1134714742
Total Pages : 215 pages
Book Rating : 4.1/5 (347 download)

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Book Synopsis Complexity Theory and the Social Sciences by : David Byrne

Download or read book Complexity Theory and the Social Sciences written by David Byrne and published by Routledge. This book was released on 2002-01-04 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: Chaos and complexity are the new buzz words in both science and contemporary society. The ideas they represent have enormous implications for the way we understand and engage with the world. Complexity Theory and the Social Sciences introduces students to the central ideas which surround the chaos/complexity theories. It discusses key concepts before using them as a way of investigating the nature of social research. By applying them to such familiar topics as urban studies, education and health, David Byrne allows readers new to the subject to appreciate the contribution which complexity theory can make to social research and to illuminating the crucial social issues of our day.

Optimality Theory

Author : Alan Prince
Publisher : John Wiley & Sons
ISBN 13 : 0470759399
Total Pages : 304 pages
Book Rating : 4.4/5 (77 download)

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Book Synopsis Optimality Theory by : Alan Prince

Download or read book Optimality Theory written by Alan Prince and published by John Wiley & Sons. This book was released on 2008-04-15 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the final version of the widely-circulated 1993 Technical Report that introduces a conception of grammar in which well-formedness is defined as optimality with respect to a ranked set of universal constraints. Final version of the widely circulated 1993 Technical Report that was the seminal work in Optimality Theory, never before available in book format. Serves as an excellent introduction to the principles and practice of Optimality Theory. Offers proposals and analytic commentary that suggest many directions for further development for the professional.

Handbook of Causal Analysis for Social Research

Author : Stephen L. Morgan
Publisher : Springer Science & Business Media
ISBN 13 : 9400760949
Total Pages : 423 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Handbook of Causal Analysis for Social Research by : Stephen L. Morgan

Download or read book Handbook of Causal Analysis for Social Research written by Stephen L. Morgan and published by Springer Science & Business Media. This book was released on 2013-04-22 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: What constitutes a causal explanation, and must an explanation be causal? What warrants a causal inference, as opposed to a descriptive regularity? What techniques are available to detect when causal effects are present, and when can these techniques be used to identify the relative importance of these effects? What complications do the interactions of individuals create for these techniques? When can mixed methods of analysis be used to deepen causal accounts? Must causal claims include generative mechanisms, and how effective are empirical methods designed to discover them? The Handbook of Causal Analysis for Social Research tackles these questions with nineteen chapters from leading scholars in sociology, statistics, public health, computer science, and human development.

Generative Complexity in a Complex Generative World

Author : Ton Jörg
Publisher : Springer Nature
ISBN 13 : 3030904091
Total Pages : 133 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Generative Complexity in a Complex Generative World by : Ton Jörg

Download or read book Generative Complexity in a Complex Generative World written by Ton Jörg and published by Springer Nature. This book was released on 2021-11-12 with total page 133 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces a refreshing approach to twenty-first-century scientific approach in an age, which is also known as the Century of Complexity. It deals with the deep problem of complexity, being operative from the bottom-up. The current lack of understanding of complexity has led scholars into the so-called embarrassment of complexity. A long overdue paradigm shift is necessary to address complexity as generative complexity and brings readers to the edge of a scientific revolution: that is, a generative revolution in the Century of Complexity. The book offers a radical shift of paradigm from the paradigm of simplifying into the new generative paradigm of complexifying about processes that develop from the bottom-up. The book links complex generative reality with a corresponding radical new generative nature of order and explores new fronts in science. This book explores innovative concepts of interaction, of causality, of the unit of study, and of reality itself and enables readers to see complexity as generative, emergent complexity as being operative from the bottom-up. The book discusses and suggests solutions for the problem of complexity in this Century of Complexity. The author provides a new understanding of complexity based on a generative flux of forces and relations. The book aims to bring about a fundamental and foundational change in how we view and ‘do’ science for an interdisciplinary audience of academics ranging from social science and humanities to economy and biology.

A Generative Theory of Tonal Music, reissue, with a new preface

Author : Fred Lerdahl
Publisher : MIT Press
ISBN 13 : 026262107X
Total Pages : 385 pages
Book Rating : 4.2/5 (626 download)

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Book Synopsis A Generative Theory of Tonal Music, reissue, with a new preface by : Fred Lerdahl

Download or read book A Generative Theory of Tonal Music, reissue, with a new preface written by Fred Lerdahl and published by MIT Press. This book was released on 1996-06-03 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: A search for a grammar of music with the aid of generative linguistics. This work, which has become a classic in music theory since its original publication in 1983, models music understanding from the perspective of cognitive science.The point of departure is a search for the grammar of music with the aid of generative linguistics.The theory, which is illustrated with numerous examples from Western classical music, relates the aural surface of a piece to the musical structure unconsciously inferred by the experienced listener. From the viewpoint of traditional music theory, it offers many innovations in notation as well as in the substance of rhythmic and reductional theory.