Książka Towards Bayesian Model-Based Demography Jakub Bijak

Towards Bayesian Model-Based Demography

Autor: Jakub Bijak
Język: Angielski
Oprawa: Miękka
Dostępność: Dostępna u dostawcy
Wysyłamy za 5-8 dni
170.60
This open access book presents a ground-breaking approach to developing micro-foundations for demogr...

Informacje o książce

Autor
Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2021
strony
263
EAN
9783030830410
ISBN
3030830411
Enbook ID
37153417
Waga
450
Wymiary
234 x 155 x 23

Pełny opis

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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