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Towards Bayesian Model-Based Demography - Agency, Complexity and Uncertainty in Migration Studies (Hardcover, 1st ed. 2022):... Towards Bayesian Model-Based Demography - Agency, Complexity and Uncertainty in Migration Studies (Hardcover, 1st ed. 2022)
Jakub Bijak; Contributions by Philip A. Higham, Jason Hilton, Martin Hinsch, Sarah Nurse, …
R1,584 Discovery Miles 15 840 Ships in 12 - 17 working days

This open access book presents a ground-breaking approach to developing micro-foundations for demography and migration studies. It offers a unique and novel methodology for creating empirically grounded agent-based models of international migration - one of the most uncertain population processes and a top-priority policy area. The book discusses in detail the process of building a simulation model of migration, based on a population of intelligent, cognitive agents, their networks and institutions, all interacting with one another. The proposed model-based approach integrates behavioural and social theory with formal modelling, by embedding the interdisciplinary modelling process within a wider inductive framework based on the Bayesian statistical reasoning. Principles of uncertainty quantification are used to devise innovative computer-based simulations, and to learn about modelling the simulated individuals and the way they make decisions. The identified knowledge gaps are subsequently filled with information from dedicated laboratory experiments on cognitive aspects of human decision-making under uncertainty. In this way, the models are built iteratively, from the bottom up, filling an important epistemological gap in migration studies, and social sciences more broadly.

Methodological Investigations in Agent-Based Modelling - With Applications for the Social Sciences (Hardcover, 1st ed. 2018):... Methodological Investigations in Agent-Based Modelling - With Applications for the Social Sciences (Hardcover, 1st ed. 2018)
Eric Silverman; Contributions by Daniel Courgeau, Robert Franck, Jakub Bijak, Jason Hilton, …
R1,929 Discovery Miles 19 290 Ships in 12 - 17 working days

This open access book examines the methodological complications of using complexity science concepts within the social science domain. The opening chapters take the reader on a tour through the development of simulation methodologies in the fields of artificial life and population biology, then demonstrates the growing popularity and relevance of these methods in the social sciences. Following an in-depth analysis of the potential impact of these methods on social science and social theory, the text provides substantive examples of the application of agent-based models in the field of demography. This work offers a unique combination of applied simulation work and substantive, in-depth philosophical analysis, and as such has potential appeal for specialist social scientists, complex systems scientists, and philosophers of science interested in the methodology of simulation and the practice of interdisciplinary computing research.

Methodological Investigations in Agent-Based Modelling - With Applications for the Social Sciences (Paperback, Softcover... Methodological Investigations in Agent-Based Modelling - With Applications for the Social Sciences (Paperback, Softcover reprint of the original 1st ed. 2018)
Eric Silverman; Contributions by Daniel Courgeau, Robert Franck, Jakub Bijak, Jason Hilton, …
R1,589 Discovery Miles 15 890 Ships in 10 - 15 working days

This open access book examines the methodological complications of using complexity science concepts within the social science domain. The opening chapters take the reader on a tour through the development of simulation methodologies in the fields of artificial life and population biology, then demonstrates the growing popularity and relevance of these methods in the social sciences. Following an in-depth analysis of the potential impact of these methods on social science and social theory, the text provides substantive examples of the application of agent-based models in the field of demography. This work offers a unique combination of applied simulation work and substantive, in-depth philosophical analysis, and as such has potential appeal for specialist social scientists, complex systems scientists, and philosophers of science interested in the methodology of simulation and the practice of interdisciplinary computing research.

Towards Bayesian Model-Based Demography - Agency, Complexity and Uncertainty in Migration Studies (Paperback, 1st ed. 2022):... Towards Bayesian Model-Based Demography - Agency, Complexity and Uncertainty in Migration Studies (Paperback, 1st ed. 2022)
Jakub Bijak; Contributions by Philip A. Higham, Jason Hilton, Martin Hinsch, Sarah Nurse, …
R982 Discovery Miles 9 820 Ships in 9 - 15 working days

This open access book presents a ground-breaking approach to developing micro-foundations for demography and migration studies. It offers a unique and novel methodology for creating empirically grounded agent-based models of international migration - one of the most uncertain population processes and a top-priority policy area. The book discusses in detail the process of building a simulation model of migration, based on a population of intelligent, cognitive agents, their networks and institutions, all interacting with one another. The proposed model-based approach integrates behavioural and social theory with formal modelling, by embedding the interdisciplinary modelling process within a wider inductive framework based on the Bayesian statistical reasoning. Principles of uncertainty quantification are used to devise innovative computer-based simulations, and to learn about modelling the simulated individuals and the way they make decisions. The identified knowledge gaps are subsequently filled with information from dedicated laboratory experiments on cognitive aspects of human decision-making under uncertainty. In this way, the models are built iteratively, from the bottom up, filling an important epistemological gap in migration studies, and social sciences more broadly.

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