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On the Consistency of Bayesian Function Approximation Using Step Functions

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Publication:5441300
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DOI10.1162/NECO.2007.19.11.2871zbMath1144.62310OpenAlexW2094642125WikidataQ51905509 ScholiaQ51905509MaRDI QIDQ5441300

Heng Lian

Publication date: 11 February 2008

Published in: Neural Computation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1162/neco.2007.19.11.2871



Mathematics Subject Classification ID

Nonparametric estimation (62G05) Bayesian inference (62F15)


Related Items (2)

Posterior convergence and model estimation in Bayesian change-point problems ⋮ Consistency of Posterior Distributions for Heteroscedastic Nonparametric Regression Models




Cites Work

  • Reversible jump Markov chain Monte Carlo computation and Bayesian model determination
  • Information-theoretic determination of minimax rates of convergence
  • New approaches to Bayesian consistency
  • Convergence rates of posterior distributions.




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