Search Results - "Bayesian hierarchical modeling"

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    Bayesian hierarchical modeling of mucosal immune responses and growth efficiency in young animals: Demonstrating the superiority of data-dependent empirical priors. by Debashis Chatterjee, Prithwish Ghosh

    Published 2025-01-01
    “…This paper introduces a novel Bayesian hierarchical model to comprehensively assess the complex interactions between diet, environmental factors, intestinal microbiota, and immune markers in young animals' small intestines. …”
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    Integrating molecular QTL data into genome-wide genetic association analysis: Probabilistic assessment of enrichment and colocalization. by Xiaoquan Wen, Roger Pique-Regi, Francesca Luca

    Published 2017-03-01
    “…We introduce a natural Bayesian hierarchical model that treats the latent association status of molecular QTLs as SNP-level annotations for candidate SNPs of complex traits. …”
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    Impact of weather extremes on the spatiotemporal dynamics of visceral leishmaniasis in Brazil. by Quinn H Adams, Emma L Gause, Rachel E Baker, Davidson H Hamer, Guilherme L Werneck, Lucy R Hutyra, Kayoko Shioda, Gregory A Wellenius

    Published 2025-07-01
    “…<h4>Methodology</h4>We analyzed monthly confirmed VL cases from 2007-2022 using distributed lag nonlinear models within a spatiotemporal Bayesian hierarchical model framework to assess the nonlinear, time-lagged associations between locally defined weather anomalies and VL risk across space. …”
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    Road Crash Analysis and Modeling: A Systematic Review of Methods, Data, and Emerging Technologies by Lars Skaug, Mehrdad Nojoumian, Nolan Dang, Amy Yap

    Published 2025-06-01
    “…Key findings demonstrate the superiority of random-parameter models over fixed-parameter approaches in handling unobserved heterogeneity, the effectiveness of Bayesian hierarchical models for spatial–temporal analysis, and promising results from machine learning approaches for real-time crash prediction. …”
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    Association between hydrometeorological conditions and hemorrhagic fever with renal syndrome in Shandong Province, China, from 2005 to 2019. by Qi Gao, Chuanlong Cheng, Hui Zuo, Rui Xi, Zhiqiang Wang, Xiujun Li

    Published 2025-07-01
    “…A spatiotemporal Bayesian hierarchical model combined with distributed lag non-linear model was applied to explore the association between climate indicators and HFRS risk over a 6-month lag. …”
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