Spatial Bayesian Nonparametric Methods. In Nonparametric Bayesian Inference in Biostatistics, 347-357. Springer.R. Mitra and P. Mu¨ller. Nonparametric Bayesian Infer- ence in Biostatistics. Springer Series in Statistics, ISBN: 9783319195179, 2015. 3...
dimensional models - Bayesian nonparametrics - a nearly universal framework for inference, finding practical use in numerous subject areas. Written by leading researchers, this authoritative text draws on theoretical advances of the past twenty years to synthesize all aspects of Bayesian nonparametrics, ....
Nonparametric applications of Bayesian inference, NBER Working Paper.G. Chamberlain and G. W. Imbens. Nonparametric applications of bayesian inference. Journal of Business & Economic Statistics, 21(1):12-18, 2003.Chamberlain, G. and G. W. Imbens (2003): "Nonparametric Applications of Bayesian ...
If we want our nonparametric Bayes procedures to have a Bayesian interpretation, we should modify default NP Bayes methods to accommodate real prior information, or at the very least, carefully evaluate the effects of hyperparameters on posterior quantities of interest....
and P. Li, High-dimensional Bayesian inference in nonparamet- ric additive models. Electronic Journal of Statistics, 2014. 8: p. 2804-2847.Z. Shang and P. Li, "High-dimensional Bayesian inference in nonparametric additive models," Electronic Journal of Statistics, vol. 8, no. 2, pp. ...
NPBayesHMM : Nonparametric Bayesian HMM toolbox, for Matlab Website:http://michaelchughes.github.com/NPBayesHMM/ Author: Mike Hughes (www.michaelchughes.com, mike AT michaelchughes.com) This toolbox provides code for running Markov chain Monte Carlo (MCMC) posterior inference for the Beta Pr...
THE NESTED CHINESE RESTAURANT PROCESS ANDBAYESIAN NONPARAMETRIC INFERENCE OF TOPICHIERARCHIESDAVID M. BLEIPRINCETON UNIVERSITYTHOMAS L. GRIFFITHSUNIVERSITY OF CALIFORNIA, BERKELEYMICHAEL I. JORDANUNIVERSITY OF CALIFORNIA, BERKELEYABSTRACT. We present the nested Chinese restaurant process (nCRP),a stochastic pro...
nonparametric test 非参数检验 Bayesian inference 【计】 贝叶斯推理 nonparametric statistic phr. 无母数统计 nonparametric method 非参数方法 nonparametric model 非参数模型 相似单词 bayesian (教)贝叶斯定理的,贝叶斯判决规则的 Bayesian (教)贝叶斯定理的,贝叶斯判决规则的 nonparametric adj. [统]非参数...
It has historically been a challenge to perform Bayesian inference in a design-based survey context. The present paper develops a Bayesian model for sampling inference in the presence of inverse-probability weights. We use a hierarchical approach in which we model the distribution of the weights of...
In recent years, Bayesian nonparametric inference, both theoretical and computational, has witnessed considerable advances. However, these advances have not received a full critical and comparative analysis of their scope, impact and limitations in statistical modelling; many aspects of the theory and met...