High-dimensional undirected graphical models for arbitrary mixed data. (English) Zbl 07905751
MSC:
62-XX
Found 60 Documents (Results 1–60)
A latent variable approach for non-hierarchical multi-fidelity adaptive sampling. (English) Zbl 1539.65016
Integrating sample similarities into latent class analysis: a tree-structured shrinkage approach. (English) Zbl 1522.62177
MSC:
62P10
Bayesian dependent functional mixture estimation for area and time-indexed data: an application for the prediction of monthly county employment. (English) Zbl 1531.62190
Bayesian hierarchical mixture models for detecting non-normal clusters applied to noisy genomic and environmental datasets. (English) Zbl 1521.62104
A spatial modeling framework for monitoring surveys with different sampling protocols with a case study for bird abundance in Mid-Scandinavia. (English) Zbl 07632110
MSC:
62P12
A modified expectation-maximization algorithm for latent Gaussian graphical model. (English. French summary) Zbl 1492.62109
A scalable strategy for the identification of latent-variable graphical models. (English) Zbl 1537.93765
Bayesian multiresolution modeling of georeferenced data: an extension of ‘LatticeKrig’. (English) Zbl 1543.62552
Latent-variable Gaussian graphical model structure learning by GEMS algorithm. (Chinese. English summary) Zbl 1488.62079
LGM split sampler: an efficient MCMC sampling scheme for latent Gaussian models. (English) Zbl 07292510
MSC:
62-XX
Multiplicative latent force models. (English) Zbl 1435.62127
Argiento, Raffaele (ed.) et al., Bayesian statistics and new generations. BAYSM 2018. Selected contributions of the 4th Bayesian Young Statistician Meeting conference, Warwick, UK, July 2–3, 2018. Cham: Springer. Springer Proc. Math. Stat. 296, 53-61 (2019).
A spliced gamma-generalized Pareto model for short-term extreme wind speed probabilistic forecasting. (English) Zbl 1426.62335
Virtual subconcept drift detection in discrete data using probabilistic graphical models. (English) Zbl 07625142
Medina, Jesús (ed.) et al., Information processing and management of uncertainty in knowledge-based systems. Applications. 17th international conference, IPMU 2018, Cádiz, Spain, June 11–15, 2018, Proceedings, Part III. Cham: Springer. Commun. Comput. Inf. Sci. 855, 616-628 (2018).
MSC:
62H22
Studies in neural data science. StartUp research 2017, Siena, Italy, June 25–27, 2017. (English) Zbl 1415.92006
Springer Proceedings in Mathematics & Statistics 257. Cham: Springer (ISBN 978-3-030-00038-7/hbk; 978-3-030-00039-4/ebook). xi, 156 p. (2018).
Reviewer: Claudia Simionescu-Badea (Wien)
Adjusted regularization in latent graphical models: application to multiple-neuron spike count data. (English) Zbl 1405.62210
Fast and accurate Bayesian model criticism and conflict diagnostics using R-INLA. (English) Zbl 07850044
MSC:
62-XX
Marginal likelihood and model selection for Gaussian latent tree and forest models. (English) Zbl 1381.62224
The correlation space of Gaussian latent tree models and model selection without fitting. (English) Zbl 1506.62321
Bayesian nonparametric multiresolution estimation for the American Community Survey. (English) Zbl 1454.62052
Integrative analysis using coupled latent variable models for individualizing prognoses. (English) Zbl 1404.68117
Variational inference for latent variables and uncertain inputs in Gaussian processes. (English) Zbl 1360.62373
Semialgebraic statistics and latent tree models. (English) Zbl 1378.62004
Monographs on Statistics and Applied Probability 146. Boca Raton, FL: CRC Press (ISBN 978-1-4665-7621-6/hbk; 978-1-4665-7622-3/ebook). xx, 225 p. (2016).
Computationally efficient spatial modeling of annual maximum 24-h precipitation on a fine grid. (English) Zbl 1525.62120
MSC:
62P12
Improving the INLA approach for approximate Bayesian inference for latent Gaussian models. (English) Zbl 1329.62127
Gaussian copula mixed models for clustered mixed outcomes, with application in developmental toxicology. (English) Zbl 1303.62099
MSC:
62P12
Extending integrated nested Laplace approximation to a class of near-Gaussian latent models. (English) Zbl 1305.62268
A comparative evaluation of stochastic-based inference methods for Gaussian process models. (English) Zbl 1294.62048
Model-based clustering of high-dimensional data: variable selection versus facet determination. (English) Zbl 1266.68160
An explicit link between Gaussian fields and Gaussian Markov random fields: the stochastic partial differential equation approach. (English) Zbl 1274.62360
Variable selection for nonparametric Gaussian process priors: Models and computational strategies. (English) Zbl 1222.65017
Latent variable models in heterogeneous spaces for observations of mixed types. (English) Zbl 1292.62091
Probabilistic quantitative precipitation field forecasting using a two-stage spatial model. (English) Zbl 1168.62086
Probabilistic non-linear principal component analysis with Gaussian process latent variable models. (English) Zbl 1222.68247
Assumptions of a latent survival model. (English) Zbl 1127.62406
Huber-Carol, C. (ed.) et al., Goodness-of-fit tests and model validity. Papers from the international conference, Paris, France, May 29–31, 2000. Boston: Birkhäuser (ISBN 0-8176-4209-9). Statistics for Industry and Technology, 227-235 (2002).
On substantive research hypotheses, conditional independence graphs and graphical chain models. (English) Zbl 0749.62004
J. R. Stat. Soc., Ser. B 52, No. 1, 21-50 (1990); discussion ibid. 52, No. 1, 51-72 (1990).
Estimation and test in probit models with serial correlation. (English) Zbl 0576.62085
Alternative approaches to time series analysis, Proc. 3rd Fr.-Belg. Meet. Stat., Rouen/France 1982, Trav. Rech. 1, 169-209 (1984).
Reviewer: J.Ledolter
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