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SIAM journal on scientific computing, ISSN 1095-7197, 2019, Volume 41, Issue 1, pp. A316 - A338
Journal Article
The Annals of Statistics, ISSN 0090-5364, 2/1998, Volume 26, Issue 1, pp. 363 - 397
Journal Article
Risks, ISSN 2227-9091, 09/2018, Volume 6, Issue 3, p. 64
.... In this work, we derive the(n−1)-dimensional distribution corresponding to a n-dimensional i.i.d. standard Normal vectorZ... 
Conditional sampling | Multi-factor models | Conditional distribution | Economic models | Random variables | Normal distribution | Monte Carlo simulation | Methods | conditional distribution | multi-factor models | conditional sampling
Journal Article
Journal of Engineering Mechanics, ISSN 0733-9399, 04/2016, Volume 142, Issue 4, p. 4015107
AbstractA new sampling method on the basis of a distance index and spherical subset simulation is proposed in this paper, with which the samples of uncertain variables are equally generated... 
Technical Papers | Spherical subset simulation | Conditional probability | Monte carlo simulation | Hasofer-lind index | Sampling method | Failure probability | Hasofer-Lind index | ALGORITHM | RELIABILITY | Monte Carlo simulation | ENGINEERING, MECHANICAL | SUBSET SIMULATION METHOD | Usage | Computer-generated environments | Computer simulation | Analysis | Distribution (Probability theory) | Statistical sampling | Methods
Journal Article
Journal Article
Quality and Reliability Engineering International, ISSN 0748-8017, 04/2016, Volume 32, Issue 3, pp. 995 - 1005
Journal Article
Biometrika, ISSN 0006-3444, 3/2013, Volume 100, Issue 1, pp. 91 - 110
... decomposability of the graph. The second is a new Markov chain Monte Carlo sampler for arbitrary positive distributions on decomposable graphs, taking a junction tree representing the graph as its state variable. The resulting methodology is illustrated with numerical experiments on three models. 
Graphical model | Markov random field | Markov chain Monte Carlo | Conditional independence graph | Model determination | WISHART DISTRIBUTION | BIOLOGY | MATHEMATICAL & COMPUTATIONAL BIOLOGY | STATISTICS & PROBABILITY | COMPUTATION | BAYESIAN-INFERENCE | LIKELIHOOD
Journal Article
Bayesian Analysis, ISSN 1936-0975, 06/2017, Volume 12, Issue 2, pp. 379 - 406
.... The model is built on a class of species sampling models, which are discrete random probability measures that can be represented as a mixture of random support points and random weights... 
Conditional autoregressive model | Climate prediction | Species sampling model | Spatial density estimation | DISTRIBUTIONS | PRIORS | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | species sampling model | STATISTICS & PROBABILITY | climate prediction | RESTORATION | conditional autoregressive model | spatial density estimation
Journal Article
Operations research, ISSN 1526-5463, 2019, Volume 67, Issue 5, pp. 1383 - 1396
Journal Article
Journal of banking & finance, ISSN 0378-4266, 2002, Volume 26, Issue 7, pp. 1443 - 1471
...), are derived for loss distributions in finance that can involve discreetness. Such distributions are of particular importance in applications because of the prevalence of models based on scenarios and finite sampling... 
Portfolio optimization | Conditional value-at-risk | Scenarios | Coherent risk measures | Hedging | Risk sampling | Index tracking | Mean shortfall | Risk management | Value-at-risk | coherent risk measures | risk management | portfolio optimization | risk sampling | scenarios | conditional value-at-risk | hedging | BUSINESS, FINANCE | mean shortfall | ECONOMICS | index tracking | PORTFOLIO | value-at-risk
Journal Article
Ecology, ISSN 0012-9658, 8/2010, Volume 91, Issue 8, pp. 2476 - 2484
Journal Article
SIAM Journal on Computing, ISSN 0097-5397, 2015, Volume 44, Issue 3, pp. 540 - 616
We study a new framework for property testing of probability distributions, by considering distribution testing algorithms that have access to a conditional sampling oracle... 
Conditional sampling | Probability distributions | Property testing | MATHEMATICS, APPLIED | probability distributions | SUPPORT SIZE | COMPUTER SCIENCE, THEORY & METHODS | property testing | conditional sampling | ENTROPY
Journal Article
The Annals of Applied Probability, ISSN 1050-5164, 10/2016, Volume 26, Issue 5, pp. 3044 - 3077
We obtain a perfect sampling characterization of weak ergodicity for backward products of finite stochastic matrices, and equivalently, simultaneous tail triviality of the corresponding nonhomogeneous Markov chains... 
Ergodic theory | Sufficient conditions | Zero | Probability distributions | Conditional probabilities | Markov processes | Markov chains | Coordinate systems | Markov models | Random variables | Nonhomogeneous Markov chains | Conditional ergodicity | Coupling | Perfect simulation | perfect simulation | STATISTICS & PROBABILITY | conditional ergodicity | nonhomogeneous Markov chains | STABILITY
Journal Article
Scientific programming, ISSN 1875-919X, 2019, Volume 2019, pp. 1 - 12
.... This paper makes the following contributions: (1) we present the first principle derivation of a practical method, using the degree-corrected bipartite stochastic block model that is able to deal with networks with broad degree distributions... 
COMPUTER SCIENCE, SOFTWARE ENGINEERING | MODELS | Networks | First principles | Computer simulation | Estimation | Probability | Probability distribution | Conditional probability | Nodes | Algorithms | Expected values | Statistical inference | Bayesian analysis | Methods
Journal Article
Communications in Statistics - Simulation and Computation, ISSN 0361-0918, 10/2018, Volume 47, Issue 9, pp. 2639 - 2655
.... When the full conditional distribution over latent variables has a known form, general MCMC sampling need only be performed on the low-dimensional marginal posterior distribution over hyperparameters... 
Secondary 65Y20 | marginal then conditional sampling | sampling | hierarchical models | hyperparameters | Gibbs sampling | marginal algorithm | Primary 65F15 | WALK | AUGMENTATION | ALGORITHM | MCMC | STATISTICS & PROBABILITY | DISTRIBUTIONS | SCHEMES | Economic models | Mathematical models | Sampling | Bayesian analysis
Journal Article
The Canadian Journal of Statistics / La Revue Canadienne de Statistique, ISSN 0319-5724, 9/2011, Volume 39, Issue 3, pp. 488 - 497
Journal Article
Physical review. D, ISSN 2470-0010, 10/2016, Volume 94, Issue 7
A new technique is explored for the Monte Carlo sampling of complex-valued distributions... 
Couplings | Lattices | Conditional probability | Representations | Sampling
Journal Article
AStA Advances in Statistical Analysis, ISSN 1863-8171, 1/2014, Volume 98, Issue 1, pp. 63 - 85
Journal Article
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