SciTech-BigDataAIML-LLM-Generative model

https://statproofbook.github.io/D/gm

Definition: Generative model
Index: The Book of Statistical Proofs ▷ General Theorems ▷ Bayesian statistics ▷ Probabilistic modeling ▷ Generative model

Definition: Consider measured data y and some unknown latent parameters θ.
A statement about the distribution of y given θ is called a generative model m:
m:y  D(θ),
(1) where D denotes an arbitrary probability distribution,
and θ are the parameters of this distribution.

Sources:
Friston et al. (2008): "Bayesian decoding of brain images"; in: NeuroImage, vol. 39, pp. 181-205; URL: https://www.sciencedirect.com/science/article/abs/pii/S1053811907007203; DOI: 10.1016/j.neuroimage.2007.08.013.

Metadata: ID: D27 | shortcut: gm | author: JoramSoch | date: 2020-03-03, 15:50.
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