A Gentle Introduction to Bayesian Analysis: Applications to Developmental Research
Utrecht University · North-West University · +4 more institutions
Abstract
Bayesian statistical methods are becoming ever more popular in applied and fundamental research. In this study a gentle introduction to Bayesian analysis is provided. It is shown under what circumstances it is attractive to use Bayesian estimation, and how to interpret properly the results. First, the ingredients underlying Bayesian methods are introduced using a simplified example. Thereafter, the advantages and pitfalls of the specification of prior knowledge are discussed. To illustrate Bayesian methods explained in this study, in a second example a series of studies that examine the theoretical framework of dynamic interactionism are considered. In the Discussion the advantages and disadvantages of using…
Citation impact
- FWCI
- 21.93
- Percentile
- 100%
- References
- 66
Authors
6Topics & keywords
- Bayesian probability
- Bayesian statistics
- Bayesian econometrics
- Bayesian average
- Variable-order Bayesian network
- Computer science
- Bayesian inference
- Bayesian experimental design