English Reference

Word

conjugacy

Phoneticscon·ju·ga·cy

Definition

n. a mathematical connection where an updated belief ends up having the exact same convenient formula shape as the starting belief.

n. a property in Bayesian statistics where the posterior distribution belongs to the same parametric algebraic family as the prior distribution when paired with a given likelihood.

Examples

“Using a beta distribution with a binomial experiment gives mathematical conjugacy, making calculations easy.”

“Conjugacy allows Bayesian models to update predictions analytically with pen and paper without needing slow numerical simulations.”

“Dirichlet-multinomial conjugacy facilitates closed-form Gibbs sampling in classical topic models such as Latent Dirichlet Allocation.”

Examples

simple

“Using a beta distribution with a binomial experiment gives mathematical conjugacy, making calculations easy.”

contextual

“Conjugacy allows Bayesian models to update predictions analytically with pen and paper without needing slow numerical simulations.”

complex

“Dirichlet-multinomial conjugacy facilitates closed-form Gibbs sampling in classical topic models such as Latent Dirichlet Allocation.”

Etymology

From Latin conjugatio ('a yoking together, combination'), from conjugare ('to yoke together'), from com- ('together') + jugum ('yoke'). Introduced to Bayesian statistics by Raiffa and Schlaifer in 1961.

Etymology adapted from Wiktionary, available under CC BY-SA 4.0.

Domains

AIComputingMathematics

This entry

Level
C2 · Proficiency
Frequency
Rare
Updated

Scan code

englishreference.com/q/conjugacy

English Reference