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Splines are useful building blocks when constructing priors on nonparametric models indexed by functions. Recently it has been established in the literature that hierarchical priors based on splines w...
We consider the inverse problem of estimating a function u from noisy, possibly nonlinear, observations. We adopt a Bayesian approach to the problem and widen the existing theory, which is developed...
Many popular Bayesian Nonparametric priors can be characterized in terms of exchangeable species sampling sequences. One example is the Dirichlet Process prior, that has been increasingly used for mod...
We evaluate priors by the second order asymptotic behaviour of the corresponding estimators. Under certain regularity conditions, the risk di erences between ecient estimators of parameters taking ...
We consider the problem of aggregating the elements of a (possibly infinite) dictionary for building a decision procedure, that aims at minimizing a given criterion. Along with the dictionary, an in...
Bayesian inferences in high energy physics often use uniform prior distributions for parameters about which little or no information is available before data are collected. The resulting posterior d...
We present an alternative approach to the Bayesian nonparametric analysis of conditional species richness under two-parameter Poisson Dirichlet priors. We rely on a known characteri- zation by delet...
In the literature surrounding Bayesian penalized regression, the two primary choices of prior distribution on the regression coecients are zero-mean Gaussian and Laplace. While both have been compa...
In designed experiments and surveys, known laws or de- sign feat ures provide checks on the most relevant aspects of a model and identify the target parameters. In contrast, in most observational s...
In this paper, we consider theoretical and computational connections between six popular methods for variable subset selection in generalized linear models (GLMs) Under the conjugate priors develope...
In this paper, we introduce a Bayesian extended regression model with two-stage priors when the covariate is positive and measured with error. Connections are made with some results in Arellano-Vall...
The one way random effects model is analyzed from the Bayesian model selection perspective. From this point of view Bayes factors are the key tool to choose between two models. In order to produce ...
Modified eonjugate families OF prior distributiorrs are ia-uestigatcd and their propefiies are examined in the context d applica~ ons trr admissible md mi-dx eestEmatiaa far the general cxponentid ...
Proper Priors Yielding Linear Bayes Estimators for the Natural Parameter of an Exponential Family。
Expected Posterior Priors in Factor Analysis

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