High-resolution global precipitation downscaling with latent Gaussian models and non-stationary stochastic partial differential equation structure. (English) Zbl 07884596
MSC:
62Pxx
Found 75 Documents (Results 1–75)
Covariance-based rational approximations of fractional SPDEs for computationally efficient Bayesian inference. (English) Zbl 07862306
MSC:
62-XX
GPLaSDI: Gaussian process-based interpretable latent space dynamics identification through deep autoencoder. (English) Zbl 1539.65085
Explaining transmission rate variations and forecasting epidemic spread in multiple regions with a semiparametric mixed effects SIR model. (English) Zbl 1543.62579
MSC:
62P10
High-dimensional modeling of spatial and spatio-temporal conditional extremes using INLA and Gaussian Markov random fields. (English) Zbl 07784961
MSC:
62Exx
Decomposition of variation of mixed variables by a latent mixed Gaussian copula model. (English) Zbl 1522.62186
MSC:
62P10
Non-intrusive model order reduction for parametric radiation transport simulations. (English) Zbl 07742890
Stable non-linear generalized Bayesian joint models for survival-longitudinal data. (English) Zbl 07730292
A new avenue for Bayesian inference with INLA. (English) Zbl 1543.62205
MSC:
62-08
Spatiotemporal local interpolation of global ocean heat transport using argo floats: a debiased latent Gaussian process approach. (English) Zbl 07692392
MSC:
62Pxx
A spatial Bayesian latent factor model for image-on-image regression. (English) Zbl 1520.62215
MSC:
62P10
A modified expectation-maximization algorithm for latent Gaussian graphical model. (English. French summary) Zbl 1492.62109
Conditional functional clustering for longitudinal data with heterogeneous nonlinear patterns. (English) Zbl 1498.62264
Approximate Bayesian inference for analysis of spatiotemporal flood frequency data. (English) Zbl 1498.62285
Mixed Deep Gaussian Mixture Model: a clustering model for mixed datasets. (English) Zbl 07538943
MSC:
62H30
Estimating differential latent variable graphical models with applications to brain connectivity. (English) Zbl 07458264
MSC:
62-XX
Latent-variable Gaussian graphical model structure learning by GEMS algorithm. (Chinese. English summary) Zbl 1488.62079
Max-and-smooth: a two-step approach for approximate Bayesian inference in latent Gaussian models. (English) Zbl 1480.62056
Pseudo-marginal Bayesian inference for Gaussian process latent variable models. (English) Zbl 1504.62032
Analysis of batched service time data using Gaussian and semi-parametric kernel models. (English) Zbl 1521.62520
MSC:
62-XX
Large scale maximum average power multiple inference on time-course count data with application to RNA-seq analysis. (English) Zbl 1451.62114
Sparse semiparametric canonical correlation analysis for data of mixed types. (English) Zbl 1451.62051
Interpolation of daily rainfall data using censored Bayesian spatially varying model. (English) Zbl 1505.62047
The latent scale covariogram: a tool for exploring the spatial dependence structure of nonnormal responses. (English) Zbl 07499017
MSC:
62-XX
Incorporating conditional dependence in latent class models for probabilistic record linkage: does it matter? (English) Zbl 1433.62319
Quantitative and flexible 3D shape dataset augmentation via latent space embedding and deformation learning. (English) Zbl 1462.68207
A novel Bayesian approach for latent variable modeling from mixed data with missing values. (English) Zbl 1430.62098
The probability companion for engineering and computer science. (English) Zbl 1456.60001
Cambridge: Cambridge University Press (ISBN 978-1-108-48053-6/hbk; 978-1-108-72770-9/pbk; 978-1-108-63534-9/ebook). xv, 457 p. (2019).
Reviewer: Ludwig Paditz (Dresden)
Phenomenological forecasting of disease incidence using heteroskedastic Gaussian processes: a dengue case study. (English) Zbl 1393.62071
Fast and accurate Bayesian model criticism and conflict diagnostics using R-INLA. (English) Zbl 07850044
MSC:
62-XX
Nonparametric dynamic state space modeling of observed circular time series with circular latent states: a Bayesian perspective. (English) Zbl 1425.62127
Marginal likelihood and model selection for Gaussian latent tree and forest models. (English) Zbl 1381.62224
Bayesian prediction of monthly precipitation on a fine grid using covariates based on a regional meteorological model. (English) Zbl 1525.62214
MSC:
62P12
The correlation space of Gaussian latent tree models and model selection without fitting. (English) Zbl 1506.62321
Bayesian leave-one-out cross-validation approximations for Gaussian latent variable models. (English) Zbl 1370.62020
A data fusion approach for spatial analysis of speciated \(\mathrm{PM}_{2.5}\) across time. (English) Zbl 1525.62209
MSC:
62P12
Joint spatio-temporal analysis of a linear and a directional variable: space-time modeling of wave heights and wave directions in the Adriatic Sea. (English) Zbl 1480.62229
Modeling individual tree growth by fusing diameter tape and increment core data. (English) Zbl 1525.62213
MSC:
62P12
Composite likelihood estimation for models of spatial ordinal data and spatial proportional data with zero/one values. (English) Zbl 1525.62111
MSC:
62P12
Modeling space and space-time directional data using projected Gaussian processes. (English) Zbl 1368.62304
Manifold regularized particle filter for articulated human motion tracking. (English) Zbl 1327.93384
Świątek, Jerzy (ed.) et al., Advances in systems science. Proceedings of the international conference on systems science 2013 (ICSS 2013), Wroclaw, Poland, September 10–12, 2013. Cham: Springer (ISBN 978-3-319-01856-0/pbk; 978-3-319-01857-7/ebook). Advances in Intelligent Systems and Computing 240, 283-293 (2014).
Gaussian copula mixed models for clustered mixed outcomes, with application in developmental toxicology. (English) Zbl 1303.62099
MSC:
62P12
Alternating direction methods for latent variable Gaussian graphical model selection. (English) Zbl 1418.62234
Using latent variables in model based clustering: an e-government application. (English) Zbl 1407.62392
Oliveira, Paulo Eduardo (ed.) et al., Recent developments in modeling and applications in statistics. Selected papers based on the presentations at the 18th annual congress of the Portuguese Statistical Society, S. Pedro do Sul, Portugal, September 29 – October 2, 2010. Studies in Theoretical and Applied Statistics. Selected Papers of the Statistical Societies. Berlin: Springer. 3-11 (2013).
Model-based clustering of high-dimensional data: variable selection versus facet determination. (English) Zbl 1266.68160
Nonparametric guidance of autoencoder representations using label information. (English) Zbl 1433.68379
A Bayesian simulation approach to inference on a multi-state latent factor intensity model. (English) Zbl 1274.62406
Latent variable models in heterogeneous spaces for observations of mixed types. (English) Zbl 1292.62091
Gait analysis for human identification through manifold learning and HMM. (English) Zbl 1161.68757
MSC:
68T10
Generalized spatial Dirichlet process models. (English) Zbl 1156.62064
MSC:
62M30
65C60
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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