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ベイズモデルテスト研究×ベイズ推論×
分野研究デザイン統計学
系統Process / pipelineBayesian methods
提唱年1935 (Jeffreys); widely adopted in social and behavioral sciences from the 1990s onward1763
提唱者Harold Jeffreys; formalized for applied sciences by Robert Kass and Adrian RafteryThomas Bayes; Pierre-Simon Laplace
種類Quantitative inferential research designProbabilistic inference paradigm
原典Kass, R. E., & Raftery, A. E. (1995). Bayes factors. Journal of the American Statistical Association, 90(430), 773–795. DOI ↗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 ↗
別名Bayesian hypothesis testing, Bayesian model comparison, Bayes factor analysis, BMTBayes inference, Bayesian statistics, Bayesian updating, posterior inference
関連43
概要Bayesian model testing research is a quantitative design in which competing theoretical models or hypotheses are evaluated by comparing their marginal likelihoods given observed data. The central tool is the Bayes factor — a ratio that quantifies how much more likely the data are under one model than under another. Unlike null-hypothesis significance testing, Bayesian model testing yields direct evidence for or against specific hypotheses, incorporates prior knowledge, and can support a null hypothesis rather than merely failing to reject it.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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ScholarGate手法を比較: Bayesian Model Testing Research · Bayesian Inference. 2026-06-15に以下より取得 https://scholargate.app/ja/compare