Nonparametric Bayesian Data Analysis
Statistical Science, 2004. [All Versions]. This paper reviews the current state of nonparametric Bayesian inference. The discussion follows a list of important statistical inference problems, including density estimation, regression, survival analysis, hierarchical models and…
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A Bayesian Analysis of Some Non-parametric Problems jstor.org
The Annals of Statistics, 1973. [All Versions]. [Preprint]. A classic review on non-parametric problems.
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Chapman and Hall/CRC, 1995. [All Versions]. Don Rubin's introductory book on Bayesian models.
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Mixtures of Dirichlet Process with Applications to Bayesian Nonparametric Problems people.eecs.berkeley.edu
The Annals of Statistics, 1974. [All Versions]. The original paper on Dirichlet Process modeling for non-parametric problems.
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Symbolic data analysis: what is it? link.springer.com
Proceedings in Computational Statistics, 2006. [All Versions].
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AGI & CoCoSci › Papers > Bayesian Modeling > Nonparametric Model: “Statistical Science, 2004. [All Versions]. This paper reviews the current state of nonparametric Bayesian inference. The discussion follows a list of important statistical inference problems, including density estimation, regression, survival analysis, hierarchical models and…”