Abstract
We introduce the setup of nonparametric and semiparametric Bayesian models and inference.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Cox DR (1972) Regression models and life-tables (with discussion). J R Stat Soc Ser B 34:187–220
Gelman A, Carlin JB, Stern HS, Dunson DB, Vehtari A, Rubin DB (2014) Bayesian data analysis. CRC Press, Boca Raton
Ghosh JK, Ramamoorthi RV (2003) Bayesian nonparametrics. Springer, New York
Ghoshal S (2010) The Dirichlet process, related priors and posterior asymptotics. In: Hjort NL, Holmes C, Müller P, Walker SG (eds) Bayesian nonparametrics. Cambridge University Press, Cambridge, pp 22–34
Ghoshal S, van der Vaart A (2015) Fundamentals of nonparametric Bayesian inference. Cambridge University Press, Cambridge
Hjort NL (2003) Topics in nonparametric Bayesian statistics. In: Green P, Hjort N, Richardson S (eds) Highly structured stochastic systems. Oxford University Press, Oxford, pp 455–487
Hjort NL, Holmes C, Müller P, Walker SG (eds) (2010) Bayesian nonparametrics. Cambridge University Press, Cambridge
Klein JP, Moeschberger ML (2003) Survival analysis: techniques for censored and truncated data. Springer, New York
Lijoi A, Prünster I (2010) Models beyond the Dirichlet process. In: Hjort NL, Holmes C, Müller P, Walker SG (eds) Bayesian nonparametrics. Cambridge University Press, Cambridge, pp 80–136
Müller P, Quintana FA (2004) Nonparametric Bayesian data analysis. Stat Sci 19(1):95–110
Müller P, Rodríguez A (2013) Nonparametric Bayesian inference. IMS-CBMS Lecture notes. IMS, Beachwood
Phadia EG (2013) Prior processes and their applications. Springer, New York
Tsiatis AA (2006) Semiparametric theory and missing data. Springer, New York
Walker S (2013) Bayesian nonparametrics. In: Damien P, Dellaportas P, Polson NG, Stephens DA (eds) Bayesian theory and applications. Oxford University Press, Oxford, pp 249–270
Walker SG, Damien P, Laud PW, Smith AFM (1999) Bayesian nonparametric inference for random distributions and related functions (with discussion). J R Stat Soc B 61:485–527
Author information
Authors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this chapter
Cite this chapter
Müller, P., Quintana, F.A., Jara, A., Hanson, T. (2015). Introduction. In: Bayesian Nonparametric Data Analysis. Springer Series in Statistics. Springer, Cham. https://doi.org/10.1007/978-3-319-18968-0_1
Download citation
DOI: https://doi.org/10.1007/978-3-319-18968-0_1
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-18967-3
Online ISBN: 978-3-319-18968-0
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)