Krahasoni metodat

	Regresioni Ordinal Logjistik Bayesian	Regresioni Logjistik Ordinal
Fusha	Statistikë	Statistikë
Familja	Regression model	Regression model
Viti i origjinës	1999	1980
Krijuesi	Johnson & Albert (1999); Bayesian proportional odds framework	Peter McCullagh
Lloji	Bayesian generalized linear model	Ordinal regression / GLM
Burimi themelues	Johnson, V. E., & Albert, J. H. (1999). Ordinal Data Modeling. Springer. ISBN: 978-0387987484	McCullagh, P. (1980). Regression models for ordinal data. Journal of the Royal Statistical Society: Series B (Methodological), 42(2), 109–142.
Emërtime të tjera	Bayesian proportional odds model, Bayesian cumulative logit model, Bayesian ordered logit, Bayesian cumulative link model	proportional-odds model, cumulative link model, ordered logit, OLR
Të lidhura	6	6
Përmbledhja	Bayesian ordinal logistic regression extends the classical proportional odds model by placing prior distributions on the regression coefficients and threshold parameters and updating them with observed data via Bayes' theorem. The result is a full posterior distribution over all parameters, enabling uncertainty quantification without relying on large-sample approximations.	Ordinal logistic regression — most commonly the proportional-odds model — estimates the relationship between one or more predictors and an ordered categorical outcome (e.g., Likert scales, disease severity grades, educational attainment levels). It models cumulative log-odds across the ordered categories while assuming a single shared effect of each predictor at all thresholds.