Spectral densityGibbs samplerHamiltonian Monte CarloSmoothing splineVarious approaches for spectral analysis based on regularly spaced data have already been well-established, but the spectral inference based on irregularly spaced data are still essentially limited. Under the Bayesian framework, a detouring ...
Spatial Bayesian Nonparametric Methods. In Nonparametric Bayesian Inference in Biostatistics, 347-357. Springer.Mitra, R., & Müller, P. (2015). Nonparametric Bayesian Methods in Biostatistics and Bioinformatics . New York: Springer-Verlag.Mitra, R., Müller, P. (eds.): Nonparametric Bayesian ...
2) Bayesian nonparametric inference 非参数贝叶斯推理 1. In the paper,a novelBayesian nonparametric inferencealgorithm for identifying the noise with an arbitrary multi-modal distribution was proposed. 提出一新的非参数贝叶斯推理算法来辨识任意复杂的多模噪声分布,采用无穷维推理技术,能够较为精确地逼近噪声的后...
Nonparametric Bayesian inference for multidimensional compound Poisson processes. Mod. Stoch. Theory Appl. 2 (1), 1-15.S. Gugushvili, F. van der Meulen, and P. Spreij. "Nonparametric Bayesian inference for multidimensional compound Poisson processes". In: arXiv preprint arXiv:1412.7739 (2014)....
Fritz Obermeyer, Jonathan Glidden, and Eric Jonas. Scaling nonparametric bayesian inference via subsample-annealing. arXiv preprint arXiv:1402.5473, 2014.F. Obermeyer, J. Glidden, and E. Jonas. Scaling nonparametric bayesian inference via subsample- annealing. In AISTATS, 2014....
Bayesian least squaresdichotomous response modelsbinary datageneralized linear modelsA Bayesian least squares approach is taken here to estimate certain parameters in generalized linear models for dichotomous response data. The method requires that only first and second moments of the probability distribution...
Bayesian nonparametric inference is proposed for simultaneously estimating regression parameters, bivariate frailty effects, and baseline intensity functions. Inference is done through Markov chain Monte Carlo, with fully developed computational techniques. Predictive inference is also discussed under the Bayesian...
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Bayesian nonparametric predictive inference and bootstrap techniques. Ann Inst Stat Math 48, 663–673 (1996). https://doi.org/10.1007/BF00052326 Download citation Received23 January 1995 Revised05 January 1996 Issue DateDecember 1996 DOIhttps://doi.org/10.1007/BF00052326 Key words and phrases Boot...
Bayesian nonparametric inference for random distributions and related functions. Journal of the Royal Statistical Society B , 61 (3), 485–527.Walker, S., Damien, P., Laud, P., Smith, A.: Bayesian nonparametric inference for random distributions and related functions. J. Roy. Statist. Soc....