Generative Social Science

Generative Social Science

Author: Joshua M. Epstein

Publisher: Princeton University Press

Published: 2012-01-02

Total Pages: 379

ISBN-13: 1400842875

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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

Agent_Zero

Author: Joshua M. Epstein

Publisher: Princeton University Press

Published: 2014-02-23

Total Pages: 267

ISBN-13: 0691158886

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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.


New Thinking in Complexity for the Social Sciences and Humanities

New Thinking in Complexity for the Social Sciences and Humanities

Author: Ton Jörg

Publisher: Springer Science & Business Media

Published: 2011-08-09

Total Pages: 326

ISBN-13: 9400713037

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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

Quantitative Social Science

Author: Kosuke Imai

Publisher: Princeton University Press

Published: 2021-03-16

Total Pages: 464

ISBN-13: 0691191093

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"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"--


Introduction to Computational Social Science

Introduction to Computational Social Science

Author: Claudio Cioffi-Revilla

Publisher: Springer Science & Business Media

Published: 2013-12-31

Total Pages: 342

ISBN-13: 1447156617

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This reader-friendly textbook is the first work of its kind to provide a unified Introduction to Computational Social Science (CSS). Four distinct methodological approaches are examined in detail, namely automated social information extraction, social network analysis, social complexity theory and social simulation modeling. The coverage of these approaches is supported by a discussion of the historical context, as well as by a list of texts for further reading. Features: highlights the main theories of the CSS paradigm as causal explanatory frameworks that shed new light on the nature of human and social dynamics; explains how to distinguish and analyze the different levels of analysis of social complexity using computational approaches; discusses a number of methodological tools; presents the main classes of entities, objects and relations common to the computational analysis of social complexity; examines the interdisciplinary integration of knowledge in the context of social phenomena.


Generative Mechanisms Transforming the Social Order

Generative Mechanisms Transforming the Social Order

Author: Margaret S. Archer

Publisher: Springer

Published: 2015-02-18

Total Pages: 250

ISBN-13: 3319137735

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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.


Social Physics

Social Physics

Author: Alex Pentland

Publisher: Penguin

Published: 2014

Total Pages: 322

ISBN-13: 1594205655

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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.


Violence as a Generative Force

Violence as a Generative Force

Author: Max Bergholz

Publisher: Cornell University Press

Published: 2016-11-29

Total Pages: 462

ISBN-13: 1501706438

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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.


Generative Emergence

Generative Emergence

Author: Benyamin B. Lichtenstein

Publisher: Oxford University Press, USA

Published: 2014

Total Pages: 481

ISBN-13: 0199933596

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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.


Generative Complexity in a Complex Generative World

Generative Complexity in a Complex Generative World

Author: Ton Jörg

Publisher: Springer Nature

Published: 2021-11-12

Total Pages: 133

ISBN-13: 3030904091

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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.