Luke Brawley Smith

Works (3)

Updated: July 5th, 2023 15:43

2015 article

Multilevel Quantile Function Modeling with Application to Birth Outcomes

Smith, L. B., Reich, B. J., Herring, A. H., Langlois, P. H., & Fuentes, M. (2015, March 11). Biometrics, Vol. 71, pp. 508–519.

By: L. Smith n, B. Reich n , A. Herring *, P. Langlois * & M. Fuentes n

Contributors: L. Smith n, B. Reich n , A. Herring *, P. Langlois * & M. Fuentes n

author keywords: Birth weight; Discrete; Extremes; Gestational Age; Graphics processing units; Ozone; Quantile
MeSH headings : Air Pollutants / adverse effects; Bayes Theorem; Biometry; Birth Weight; Computer Simulation; Female; Gestational Age; Humans; Infant; Infant Mortality; Infant, Newborn; Infant, Premature; Infant, Small for Gestational Age; Male; Models, Statistical; Ozone / adverse effects; Pregnancy; Regression Analysis; Texas / epidemiology
topics (OpenAlex): Air Quality and Health Impacts; Climate Change and Health Impacts; Global Health Care Issues
TL;DR: A semi‐parametric Bayesian quantile approach that models the full quantile function rather than just a few quantile levels and shows that pooling information across gestational age and quantile level substantially reduces MSE of predictor effects. (via Semantic Scholar)
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3. Good Health and Well-being (Web of Science; OpenAlex)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: August 6, 2018

2015 article

QUANTILE REGRESSION FOR MIXED MODELS WITH AN APPLICATION TO EXAMINE BLOOD PRESSURE TRENDS IN CHINA1

Smith, L. B., Fuentes, M., Gordon-Larsen, P., & Reich, B. J. (2016, January 13). Annals of Applied Statistics, Vol. 9, pp. 1226–1246.

By: L. Smith n, M. Fuentes n, P. Gordon-Larsen n & B. Reich n 

Contributors: L. Smith n, M. Fuentes n, P. Gordon-Larsen n & B. Reich n 

author keywords: Quantile regression; longitudinal; multivariate; Bayesian; blood pressure
topics (OpenAlex): Health disparities and outcomes; Global Health Care Issues; Spatial and Panel Data Analysis; Statistical Methods and Inference; COVID-19 epidemiological studies
TL;DR: The association between high blood pressure and living in an urban area has evolved from positive to negative, with the strongest changes occurring in the upper tail, which is the first quantile function approach that simultaneously models multivariate conditional response. (via Semantic Scholar)
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UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries, ORCID
Added: August 6, 2018

2013 article

Bayesian Quantile Regression for Censored Data

Reich, B. J., & Smith, L. B. (2013, July 11). Biometrics, Vol. 69, pp. 651–660.

By: B. Reich n  & L. Smith n

Contributors: B. Reich n  & L. Smith n

author keywords: Accelerated failure time model; Markov chain Monte Carlo; Quantile regression; Survival data
MeSH headings : Bayes Theorem; Biometry / methods; Computer Simulation; Humans; Markov Chains; Models, Statistical; Monte Carlo Method; Regression Analysis; Survival Analysis; Uncertainty
topics (OpenAlex): Bayesian Methods and Mixture Models; Statistical Methods and Inference; Statistical Methods and Bayesian Inference
TL;DR: This paper takes a semiparametric approach to quantile regression, representing the quantile process as a linear combination of basis functions, and finds that the Bayesian model often gives smaller measures of uncertainty than its competitors, and thus identifies more significant effects. (via Semantic Scholar)
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UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries, ORCID
Added: August 6, 2018

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