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We propose a new method to approximately integrate a function with respect to a given probability distribution when an exact computation is intractable. The method is called \variational sampling" a...
Structural reliability methods aim at computing the probability of failure of systems with respect to some prescribed performance functions. In modern engineering such functions usually resort to ru...
This work considers the allocation problem for multivariate stratified random sampling as a problem of integer non-linear stochastic multiobjective mathematical programming.
Breadth First Search (BFS) is a widely used approach for sampling large unknown Internet topologies. Its main advantage over random walks and other exploration techniques is that a BFS sample is a pla...
We propose a restricted collapsed draw (RCD) sampler, a general Markov chain Monte Carlo sampler of simultaneous draws from a hierarchical Chinese restaurant process (HCRP) with restriction.
Nested sampling has emerged as a valuable tool for Bayesian analysis, in particular for determining the Bayesian evidence. The method is based on a specific type of random sampling of the likelihood f...
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...
Nonparametric estimation of the gap time distribution in a simple re- newal process may be considered a problem in survival analysis under particular sampling frames corresponding to how the renewal...
We introduce new quantile estimators with adaptive importance sampling. The adaptive estimators are based on weighted samples that are neither independent nor identically distributed. Using a new l...
Our article is concerned with adaptive sampling schemes for Bayesian inference that update the proposal densities using previous iterates. We introduce a copula based proposal density which is made ...
Researchers in many scientific fields make inferences from individuals to larger groups. For many groups however,there is no list of members from which to take a random sample. Respondent-driven sampl...
Adaptive sampling results in dramatic improvements in the re- covery of sparse signals in white Gaussian noise. A sequential adap- tive sampling-and-refinement procedure called distilled sensing (DS...
Adaptive sampling results in dramatic improvements in the re- covery of sparse signals in white Gaussian noise. A sequential adap- tive sampling-and-refinement procedure called distilled sensing (DS...
The optimum quality that can be asymptotically achieved in the estimation of a probability p using inverse binomial sampling is considered in this paper. A general definition of quality is used, in ...
We derive explicit Bayesian nonparametric analysis for a species sampling model with finitely many types of Gibbs form of type = −1 recently introduced in Gnedin (2009). Our results compleme...

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