Porovnat metody
Prohlédněte si vybrané metody vedle sebe; řádky, které se liší, jsou zvýrazněny.
| Adaptivní randomizovaná kontrolovaná studie× | Bayesovská inference× | |
|---|---|---|
| Obor≠ | Plánování experimentů | Statistika |
| Rodina≠ | Process / pipeline | Bayesian methods |
| Rok vzniku≠ | 1980s–2000s (formalized; earlier sequential testing roots from Wald, 1947) | 1763 |
| Tvůrce≠ | Donald Berry and others; foundational adaptive trial methods developed through 1980s–2000s biostatistics literature | Thomas Bayes; Pierre-Simon Laplace |
| Typ≠ | Experimental design — adaptive variant of RCT | Probabilistic inference paradigm |
| Původní zdroj≠ | Chow, S.-C., & Chang, M. (2008). Adaptive Design Methods in Clinical Trials. Chapman & Hall/CRC. ISBN: 978-1584887690 | Bayes, T. (1763). An essay towards solving a problem in the doctrine of chances. Philosophical Transactions of the Royal Society of London, 53, 370–418. link ↗ |
| Další názvy≠ | Adaptive RCT, Response-adaptive RCT, Adaptive clinical trial, Platform trial | Bayes inference, Bayesian statistics, Bayesian updating, posterior inference |
| Příbuzné≠ | 6 | 3 |
| Shrnutí≠ | An adaptive randomized controlled trial (adaptive RCT) is an experimental design in which pre-specified rules allow modifications to the trial while it is ongoing — such as changing allocation ratios, dropping underperforming arms, or stopping early for efficacy or futility — based on accumulating interim data. These adaptations are planned before the trial starts and governed by statistical rules to preserve Type I error control and validity. | Bayesian inference is a statistical paradigm in which probability represents degrees of belief rather than long-run frequencies. It encodes prior knowledge about parameters in a prior distribution, combines that prior with the likelihood of observed data via Bayes' theorem, and produces a posterior distribution that quantifies updated uncertainty. The foundational theorem was published posthumously by Thomas Bayes in 1763 and subsequently systematized by Pierre-Simon Laplace in his 1812 Théorie analytique des probabilités. |
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