The spike-and-slab lasso and scalable algorithm to accommodate multinomial outcomes in variable selection problems. (English) Zbl 07912621
MSC:
62-XX
Found 133 Documents (Results 1–100)
Bayesian inference with spike-and-slab priors for differential item functioning detection in a multiple-group IRT tree model. (English) Zbl 07895656
MSC:
62-XX
A flexible Bayesian variable selection approach for modeling interval data. (English) Zbl 07888846
MSC:
62-XX
Multivariate Bayesian structured variable selection for pharmacogenomic studies. (English) Zbl 07884612
MSC:
62Pxx
Variable selection for quantile autoregressive model: Bayesian methods versus classical methods. (English) Zbl 07880716
MSC:
62-XX
Bayesian multi-task variable selection with an application to differential DAG analysis. (English) Zbl 07862304
MSC:
62-XX
Development of network-guided transcriptomic risk score for disease prediction. (English) Zbl 07858774
MSC:
62-XX
Global-local shrinkage multivariate logit-beta priors for multiple response-type data. (English) Zbl 1536.62025
Bayesian high-dimensional covariate selection in non-linear mixed-effects models using the SAEM algorithm. (English) Zbl 1536.62019
Stat. Comput. 34, No. 1, Paper No. 53, 25 p. (2024); correction ibid. 34, No. 3, Paper No. 113, 1 p. (2024).
A comparison of Bayesian multivariate versus univariate normal regression models for prediction. (English) Zbl 07872125
MSC:
62-XX
Genome-wide search algorithms for identifying dynamic gene co-expression via Bayesian variable selection. (English) Zbl 1540.62204
MSC:
62P10
A Bayesian method for estimating gene-level polygenicity under the framework of transcriptome-wide association study. (English) Zbl 1531.62077
MSC:
62P10
A Bayesian framework for sparse estimation in high-dimensional mixed frequency vector autoregressive models. (English) Zbl 07767622
MSC:
62-XX
Integrating sample similarities into latent class analysis: a tree-structured shrinkage approach. (English) Zbl 1522.62177
MSC:
62P10
Incorporating grouping information into Bayesian Gaussian graphical model selection. (English) Zbl 07753683
MSC:
62-XX
Bayesian bootstrap Spike-and-Slab LASSO. (English) Zbl 07751825
MSC:
62-XX
Model based screening embedded Bayesian variable selection for ultra-high dimensional settings. (English) Zbl 07746941
MSC:
62-XX
Bayesian inference for an unknown number of attributes in restricted latent class models. (English) Zbl 1517.62088
Bayesian nonparametric hypothesis testing for longitudinal data analysis. (English) Zbl 07708445
MSC:
62-08
Estimating promotion effects in email marketing using a large-scale cross-classified Bayesian joint model for nested imbalanced data. (English) Zbl 07656985
MSC:
62Pxx
A Bayesian nonparametric test for cross-group differences relative to a control. (English) Zbl 07826983
Argiento, Raffaele (ed.) et al., New frontiers in Bayesian statistics. BAYSM 2021. Selected contributions of the 5th Bayesian young statistician meeting, online, September 1–3, 2021. Cham: Springer. Springer Proc. Math. Stat. 405, 79-89 (2022).
Bayesian sparse spiked covariance model with a continuous matrix shrinkage prior. (English) Zbl 1531.62037
Variational Bayes for high-dimensional linear regression with sparse priors. (English) Zbl 1506.62341
J. Am. Stat. Assoc. 117, No. 539, 1270-1281 (2022); correction ibid. 116, No. 535, 1560 (2021).
Spike-and-slab group Lassos for grouped regression and sparse generalized additive models. (English) Zbl 1506.62278
Bayesian penalized model for classification and selection of functional predictors using longitudinal MRI data from ADNI. (English) Zbl 07660319
MSC:
62-XX
Adaptive random neighbourhood informed Markov chain Monte Carlo for high-dimensional Bayesian variable selection. (English) Zbl 1497.62011
Spatial generalized linear models with non-Gaussian translation processes. (English) Zbl 07570490
MSC:
62P12
Review of Bayesian selection methods for categorical predictors using JAGS. (English) Zbl 07563002
MSC:
62-XX
Bayesian inference of clustering and multiple Gaussian graphical models selection. (English) Zbl 07553096
MSC:
62-XX
Objective Bayesian edge screening and structure selection for Ising networks. (English) Zbl 1486.62307
Empirical Bayes cumulative \(\ell\)-value multiple testing procedure for sparse sequences. (English) Zbl 1493.62237
Bayesian empirical likelihood inference and order shrinkage for autoregressive models. (English) Zbl 07504785
MSC:
62-XX
Incorporating spatial structure into inclusion probabilities for Bayesian variable selection in generalized linear models with the spike-and-slab elastic net. (English) Zbl 1478.62208
Fast exact Bayesian inference for sparse signals in the normal sequence model. (English) Zbl 07807547
Bayesian group selection in logistic regression with application to MRI data analysis. (English) Zbl 1520.62258
MSC:
62P10
Variable selection with ABC Bayesian forests. (English) Zbl 07555492
MSC:
62-XX
RADIOHEAD: radiogenomic analysis incorporating tumor heterogeneity in imaging through densities. (English) Zbl 1498.62245
Spike-and-slab Lasso biclustering. (English) Zbl 1498.62122
Reviewer: Denis Sidorov (Irkutsk)
In search of lost mixing time: adaptive Markov chain Monte Carlo schemes for Bayesian variable selection with very large \(p\). (English) Zbl 1462.62762
High dimensional Bayesian regularization in regressions involving symmetric tensors. (English) Zbl 07627279
Lesot, Marie-Jeanne (ed.) et al., Information processing and management of uncertainty in knowledge-based systems. 18th International Conference, IPMU 2020, Lisbon, Portugal, June 15–19, 2020. Proceedings. Part III. Cham: Springer. Commun. Comput. Inf. Sci. 1239, 347-357 (2020).
MSC:
62-XX
From mixed effects modeling to spike and slab variable selection: a Bayesian regression model for group testing data. (English) Zbl 1468.62387
Using Bayesian latent Gaussian graphical models to infer symptom associations in verbal autopsies. (English) Zbl 1459.62096
Frequentist properties of Bayesian multiplicity control for multiple testing of normal means. (English) Zbl 1451.62015
Consistent Bayesian sparsity selection for high-dimensional Gaussian DAG models with multiplicative and beta-mixture priors. (English) Zbl 1448.62070
Estimating the health effects of environmental mixtures using Bayesian semiparametric regression and sparsity inducing priors. (English) Zbl 1439.62215
Bayesian linear regression for multivariate responses under group sparsity. (English) Zbl 1437.62262
Reviewer: Oleksandr Kukush (Kyïv)
Spike and slab empirical Bayes sparse credible sets. (English) Zbl 1441.62077
Reviewer: Fraser Daly (Edinburgh)
Bayesian \(l_0\)-regularized least squares. (English) Zbl 07883121
MSC:
62-XX
Simultaneous credible regions for multiple changepoint locations. (English) Zbl 07499053
J. Comput. Graph. Stat. 28, No. 2, 290-298 (2019); correction ibid. 28, No. 2, i (2019).
MSC:
62-XX
An expectation conditional maximization approach for Gaussian graphical models. (English) Zbl 07499025
MSC:
62-XX
Bayesian variable selection for median regression. (Chinese. English summary) Zbl 1449.62062
Bayesian indicator variable selection to incorporate hierarchical overlapping group structure in multi-omics applications. (English) Zbl 1437.62284
Bayesian empirical likelihood and variable selection for censored linear model with applications to acute myelogenous leukemia data. (English) Zbl 1422.62303
A Bayesian nonparametric multiple testing procedure for comparing several treatments against a control. (English) Zbl 1421.62046
Sparse Kalman filtering approaches to realized covariance estimation from high frequency financial data. (English) Zbl 1458.62245
Generalized biodiversity assessment by Bayesian nested random effects models with spyke-and-slab priors. (English) Zbl 1409.92264
Fast Bayesian variable selection for high dimensional linear models: marginal solo spike and slab priors. (English) Zbl 1417.62188
Reviewer: Wolfgang Näther (Freiberg)
Modeling random effects using global-local shrinkage priors in small area estimation. (English) Zbl 1409.62039
Bayesian selection of mixed covariates from a latent layer: application to hierarchical modeling of soil carbon dynamics. (Sélection bayésienne de covariables mixtes sur la couche latente d’un modèle hiérarchique : application à la dynamique de carbone dans le sol.) (English. French summary) Zbl 1402.86019
The spike-and-slab LASSO. (English) Zbl 1398.62186
Bayesian estimation of sparse signals with a continuous spike-and-slab prior. (English) Zbl 1395.62230
Reviewer: Jaromír Antoch (Praha)
A comparative review of variable selection techniques for covariate dependent Dirichlet process mixture models. (English. French summary) Zbl 1474.62118
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