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Variational Bayesian methods are a family of techniques for approximating intractable integrals arising in Bayesian inference and machine learning. They are typically used in complex statistical models consisting of observed variables (usually termed "data") as well as unknown parameters and latent variables, with various sorts of relationships among the three types of random variables, as might be described by a graphical model. As typical in Bayesian inference, the parameters and latent variables are grouped together as "unobserved variables". Variational Bayesian methods are primarily used for two purposes:

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  • 변분 베이즈 방법 (ko)
  • Variational Bayesian methods (en)
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  • 변분 베이즈 방법은 베이즈 추론과 기계 학습에서 실제로 계산하기 힘든 적분을 근사하는데 사용되는 기술들의 집합이다. 여러 관측 변수들과 파라미터, 은닉 변수등으로 구성된 그래프 모형으로 표현될 수 있는 복잡한 통계적 모형에서 사용된다. 파라미터와 은닉 변수는 관측 변수와 대비되어 관측되지 않는 변수라고 불린다. (ko)
  • Variational Bayesian methods are a family of techniques for approximating intractable integrals arising in Bayesian inference and machine learning. They are typically used in complex statistical models consisting of observed variables (usually termed "data") as well as unknown parameters and latent variables, with various sorts of relationships among the three types of random variables, as might be described by a graphical model. As typical in Bayesian inference, the parameters and latent variables are grouped together as "unobserved variables". Variational Bayesian methods are primarily used for two purposes: (en)
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