[HTML][HTML] Bayesian LASSO, scale space and decision making in association genetics

L Pasanen, L Holmström, MJ Sillanpää - PloS one, 2015 - journals.plos.org
… of LASSO and the Bayesian LASSO. … the decision making in scale space is discussed. The
ideas suggested in this paper are applied to Bayesian ridge regression and classic LASSO in …

Bayesian adaptive lasso

C Leng, MN Tran, D Nott - Annals of the Institute of Statistical Mathematics, 2014 - Springer
… We also compare the predictive performance of BaLasso-BMA to that of the Lasso, aLasso,
and the original Bayesian Lasso (BLasso). The implementation of BLasso is similar to …

Online decision making with high-dimensional covariates

H Bastani, M Bayati - Operations Research, 2020 - pubsonline.informs.org
… Here, we apply the LASSO Bandit to learn an optimal dosing strategy using patients’ clinical
… to a Bayesian prior over the unknown arm parameters. In practice, the decision maker may …

The reciprocal Bayesian lasso

H Mallick, R Alhamzawi, E Paul… - Statistics in medicine, 2021 - Wiley Online Library
… : regular Bayesian LASSO and reciprocal Bayesian LASSO, in light of their respective
hierarchical formulations. To observe that, we rewrite the Bayesian LASSO hierarchical model …

A decision rule for quantitative trait locus detection under the extended Bayesian LASSO model

CM Mutshinda, MJ Sillanpää - Genetics, 2012 - academic.oup.com
Bayesian decision rule for QTL detection under the recently introduced extended Bayesian
LASSO … In general, rigorous decision making with regard to true and false signals remains an …

[HTML][HTML] Comparing Bayesian variable selection to lasso approaches for applications in psychology

SA Bainter, TG McCauley, MM Fahmy, ZT Goodman… - Psychometrika, 2023 - Springer
… properties of lasso approaches used for variable selection to Bayesian variable … Bayesian
lasso and elastic net lasso, but they also included a formulation for spike-and-slab Bayesian

[PDF][PDF] The Safe–Bayesian Lasso

R de Heide - Master's thesis, Leiden University, 2016 - universiteitleiden.nl
… Not only does our new method perform comparably to the standard Bayesian lasso, it
outperforms the standard Bayesian lasso substantially when the model is misspecified. …

On Bayesian lasso variable selection and the specification of the shrinkage parameter

A Lykou, I Ntzoufras - Statistics and Computing, 2013 - Springer
… In all examples, detailed comparisons with a variety of ordinary and Bayesian lasso … above
Bayesian interpretation of ordinary lasso estimates, a wide variety of Bayesian lasso methods …

[PDF][PDF] Priors on the variance in sparse Bayesian learning: the demi-Bayesian lasso

S Balakrishnan, D Madigan - … of statistical decision making and Bayesian …, 2010 - Citeseer
… To circumvent the computational complexities associated with the MCMC sampling required
for the Bayesian Lasso, we propose fitting the Bayesian Lasso model through a type-II …

What are the determinants of financial well‐being? A Bayesian LASSO approach

DJ Lacombe, N Khatun - American Journal of Economics and …, 2023 - Wiley Online Library
Bayesian LASSO method to determine what factors affect an individual's FWB score. The
Bayesian LASSO … zero, indicating that the Bayesian LASSO technique was successful in …