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.
| ISBN: | 9780691208749 |
| Publication date: | 24th August 2020 |
| Author: | Joshua M Epstein |
| Publisher: | Princeton University Press |
| Format: | Paperback |
| Pagination: | 384 pages |
| Series: | Princeton Studies in Complexity |
| Genres: |
Economic theory and philosophy Social research and statistics Applied mathematics |
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.
Generative Social Science features in the following genres: Economic theory and philosophy, Social research and statistics, Applied mathematics
Paperback, Ebook. Not Available.
Generative Social Science was written by Joshua M Epstein and published by Princeton University Press
Generative Social Science has 384 pages
Yes it is part of Princeton Studies in Complexity series