Sentence examples for data augmentation algorithm from inspiring English sources
The data augmentation algorithm allows to deal with imprecise historical data in the POT model.
d Another popular form of Bayesianly proper imputation involves the data augmentation algorithm of Tanner and Wong (1987).
Bayesian estimation via the data augmentation algorithm is developed when prior information on the parameters of interest is available.
Studied zero-inflated distributions with the Bayesian point of view using the data augmentation algorithm [27], developed a full Bayesian estimation method of zero-inflated regression model by Gibbs sampling.
Their data augmentation algorithm scales up the computation tremendously compared to traditional Gibbs samplers, and leads to the availability of Rao-Blackwellized estimates of quantities of interest for the original non-orthogonal problem.
The chained data augmentation algorithm applied to interval censored data imputes candidates of possible event times conditional to the model and the data observed.
Tractable and versatile data augmentation algorithms are implemented by Monte Carlo Markov Chain tools.
Another useful parametric imputation is the data augmentation (DA) algorithm [ 10].
Three data augmentation (DA) algorithms (DA, stochastic annealing DA, and Metropolis-Hasting DA) are employed and an acceptable computational cost is achieved.
These include regression calibration, simulation extrapolation, Bayesian approaches (Carroll et al. 1995; Gustafson 2004), and computational statistical approaches (e.g., multiple imputations, data augmentation, and expectation maximization algorithms).
It is proved that the Haar algorithm with the largest group that acts on the space of models is the optimum algorithm, within the parameter expansion data augmentation (PXDA) class of sandwich algorithms.
