Porównaj metody
Przeglądaj wybrane metody obok siebie; wiersze, które się różnią, są wyróżnione.
| Mikrosymulacja bayesowska× | Mikrosymulacja agentowa× | |
|---|---|---|
| Dziedzina | Symulacja | Symulacja |
| Rodzina | Process / pipeline | Process / pipeline |
| Rok powstania≠ | 1990s–2000s | 1957 (microsimulation); 2000s (hybrid ABMS) |
| Twórca≠ | Williamson, P.; Birkin, M.; Rees, P. H. and related health-economics researchers | Orcutt, G. H. (microsimulation roots); Bonabeau, E. and others (ABM integration) |
| Typ≠ | Individual-level probabilistic simulation with Bayesian updating | Hybrid simulation |
| Źródło pierwotne≠ | Williamson, P., Birkin, M., & Rees, P. H. (2000). The estimation of population microdata by using data from small area statistics and samples of anonymised records. Environment and Planning A, 30(5), 785-816. DOI ↗ | Birkin, M., & Clarke, M. (2012). The enhancement of spatial microsimulation models using geodemographics. Annals of Regional Science, 49(2), 515–532. DOI ↗ |
| Inne nazwy | Bayesian micro-simulation, BMS, Bayesian individual-level simulation, Probabilistic microsimulation | ABMS, Agent-Based Micro-Simulation, Microsimulation with Agent-Based Modeling, Hybrid ABM-Microsimulation |
| Pokrewne≠ | 6 | 5 |
| Podsumowanie≠ | Bayesian Microsimulation combines individual-level simulation of heterogeneous populations with Bayesian statistical inference. Each synthetic individual follows a probabilistic life path, while model parameters are governed by prior beliefs updated with observed data. This approach is widely used in health technology assessment, public policy costing, and demographic projection, where uncertainty in both model inputs and structural assumptions must be formally quantified and propagated through to output estimates. | Agent-based microsimulation (ABMS) merges traditional microsimulation's individual-level statistical tracking with agent-based modeling's behavioral rules and interaction mechanisms. It creates virtual populations of heterogeneous agents who evolve over time according to transition probabilities, adaptive behaviors, and social interactions, producing emergent system-level outcomes from micro-level dynamics. |
| ScholarGateZbiór danych ↗ |
|
|