Bayesian modeling (15 POSTS)

2025 (1 POST)

Bayesian gene set benchmark dose estimation for “omic” responses

Zilber D, Messier KP, House J, Parham F, Auerbach SS, Wheeler MW. 2025. Bayesian gene set benchmark dose estimation for “omic” responses. Bioinformatics 41(1):btaf008; doi: 10.1093/bioinformatics/btaf008. PMCID: PMC11783320.

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2022 (1 POST)

Fast increased fidelity samplers for approximate Bayesian Gaussian process regression

Moran KR, Wheeler MW. 2022. Fast increased fidelity samplers for approximate Bayesian Gaussian process regression. J Roy Stat Soc B 84(4):1198-228; doi: 10.1111/rssb.12494. PMCID: 36570797.

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2021 (2 POSTS)

Bayesian joint modeling of chemical structure and dose response curves

Moran KR, Dunson D, Wheeler MW, Herring AH. 2021. Bayesian joint modeling of chemical structure and dose response curves. Ann Appl Stat 15(3):1405; doi: 10.214/21-aoas1461. PMCID: PMC9236276.

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Bayesian stacked parametric survival with frailty components and interval‐censored failure times: An application to food allergy risk

Wheeler MW, Westerhout J, Baumert JL, Remington BC. 2021. Bayesian stacked parametric survival with frailty components and interval‐censored failure times: An application to food allergy risk. Risk Anal 41(1):56-66; doi: 10.1111/risa.13585. PMCID: PMC7894991.

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2020 (1 POST)

Quantitative risk assessment: Developing a Bayesian approach to dichotomous dose–response uncertainty

Wheeler MW, Blessinger T, Shao K, Allen BC, Olszyk L, Davis JA, Gift JS. 2020. Quantitative risk assessment: Developing a Bayesian approach to dichotomous dose–response uncertainty. Risk Anal 40(9):1706-22; doi: 10.1111/risa.13537. PMCID: PMC7722241.

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2019 (2 POSTS)

Quantal risk assessment database: A database for exploring patterns in quantal dose‐response data in risk assessment and its application to develop priors for Bayesian dose‐response analysi

Wheeler MW, Piegorsch WW, Bailer AJ. 2019. Quantal risk assessment database: A database for exploring patterns in quantal dose‐response data in risk assessment and its application to develop priors for Bayesian dose‐response analysis. Risk Anal 39(3):616-29; doi: 10.1111/risa.13218. PMCID: PMC6408269

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Bayesian additive adaptive basis tensor product models for modeling high dimensional surfaces: An application to high-throughput toxicity testing

Wheeler MW. 2019. Bayesian additive adaptive basis tensor product models for modeling high dimensional surfaces: An application to high-throughput toxicity testing. Biometrics 75(1):193-201; doi: 10.1111/biom.12942. PMCID: PMC6363906.

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2017 (4 POSTS)

Bayesian local extremum splines

Wheeler MW, Dunson DB, Herring AH. 2017. Bayesian local extremum splines. Biometrika 104(4):939-52; doi: 10.1093/biomet/asx039. PMCID: PMC5798493.

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Bayesian quantile impairment threshold benchmark dose estimation for continuous endpoints

Wheeler MW, Bailer AJ, Cole T, Park RM, Shao K. 2017. Bayesian quantile impairment threshold benchmark dose estimation for continuous endpoints. Risk Anal 37(11):2107-18; doi: 10.1111/risa.12762. PMCID: PMC5740488.

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Bayesian hierarchical structure for quantifying population variability to inform probabilistic health risk assessments

Shao K, Allen BC, Wheeler MW. 2017. Bayesian hierarchical structure for quantifying population variability to inform probabilistic health risk assessments. Risk Anal 37(10):1865-78; doi: 10.1111/risa.12751.PMCID: PMC6151353.

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Non-chemical risk assessment for lifting and low back pain based on Bayesian threshold models

Pandalai SP, Wheeler MW, Lu M-L. 2017. Non-chemical risk assessment for lifting and low back pain based on Bayesian threshold models. Saf Health Work 8(2):206-11; doi: 10.1016/j.shaw.2016.10.001. PMCID: PMC5447412.

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2014 (1 POST)

Mechanistic hierarchical Gaussian processes

Wheeler MW, Dunson DB, Pandalai SP, Baker BA, Herring AH. 2014. Mechanistic hierarchical Gaussian processes. J Amer Stat Assoc 109(507):894-904; doi: 10.1080/01621459.2014.899234. PMCID: PMC4273873.

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2012 (1 POST)

Monotonic Bayesian semiparametric benchmark dose analysis

Wheeler MW, Bailer AJ. 2012. Monotonic Bayesian semiparametric benchmark dose analysis. Risk Anal 32(7):1207-18; doi: 10.1111/j.1539-6924.2011.01786.x. PMID: 22385024.

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2006 (1 POST)

Revised assessment of cancer risk to dichloromethane: Part I Bayesian PBPK and dose-response modeling in mice

Marino DJ, Clewell HJ, Gentry PR, Covington TR, Hack CE, David RM, Morgott DA. 2006. Revised assessment of cancer risk to dichloromethane: Part I Bayesian PBPK and dose-response modeling in mice. Regul Toxicol Pharmacol 45(1):44–54; doi: 10.1016/j.yrtph.2005.12.007.

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2005 (1 POST)

Model uncertainty and risk estimation for experimental studies of quantal responses

Bailer AJ, Noble RB, Wheeler MW. 2005. Model uncertainty and risk estimation for experimental studies of quantal responses. Risk Anal 25(2):291-9; doi: 10.1111/j.1539-6924.2005.00590.x. PMID: 15876205.

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