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PyBATS package for Bayesian forecasting
Published:
Isaac Lavine and Andrew Cron have developed an open-source Python package to implement Bayesian time series models including the DGLM and DLM. This package can be used to implement the dynamic count mixture model proposed in Berry and West (2019). If you have a project involving time series of counts, binary events, or continuous outcomes, then I highly recommend checking out PyBATS.
portfolio
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publications
Line-of-sight pursuit in monotone and scallop polygons
Published in International Journal of Computational Geometry & Applications, 2015
This paper was the result of a 2012 Math REU jointly run by Macalester College and the Institute for Mathematics and its Applications at the University of Minnesota.
Recommended citation: Berry, L., Beveridge, A., Butterfield, J., Isler, I., Keller, Z., Shine, A., Wang, J. "Line-of-site pursuit in monotone and scallop polygons." 2019. International Journal of Computational Geometry & Applications. 29(4): 307-351. https://www.worldscientific.com/doi/abs/10.1142/S0218195919500122
Bayesian forecasting of many count-valued time series
Published in Journal of Business and Economic Statistics, 2019
This paper proposes the dynamic count mixture model (DCMM), a multi-scale extension, and discusses application to consumer sales forecasting.
Recommended citation: Berry, L.R., West, M. "Bayesian forecasting of many count-valued time series." 2019. Journal of Business and Economic Statistics. https://www.tandfonline.com/doi/abs/10.1080/07350015.2019.1604372
Probabilistic forecasting of heterogeneous consumer transaction-sales time series
Published in International Journal of Forecasting, 2020
This paper proposes the dynamic binary cascade model (DBCM) and an extension of the DCMM to forecast transaction-sales time series in consumer sales forecasting contexts.
Recommended citation: Berry, L.R., Helman, P., West, M. "Probabilistic forecasting of heterogeneous consumer transaction-sales time series." 2020. International Journal of Forecasting. https://www.sciencedirect.com/science/article/abs/pii/S0169207019302055
Effect of Hydrocortisone on Mortality and Organ Support in Patients With Severe COVID-19: The REMAP-CAP COVID-19 Corticosteroid Domain Randomized Clinical Trial
Published in JAMA, 2020
The first results of the REMAP-CAP study reported in JAMA on corticosteroid use for COVID-19.
Recommended citation: The Writing Committee for the REMAP-CAP Investigators. Effect of Hydrocortisone on Mortality and Organ Support in Patients With Severe COVID-19: The REMAP-CAP COVID-19 Corticosteroid Domain Randomized Clinical Trial. JAMA. 2020;324(13):1317–1329. doi:10.1001/jama.2020.17022 https://jamanetwork.com/journals/jama/fullarticle/2770278
Interleukin-6 Receptor Antagonists in Critically Ill Patients with Covid-19
Published in NEJM, 2021
Results from the REMAP-CAP trial: IL-6ra interventions are superior to control for patients with severe COVID-19. A fully Bayesian, adaptive platform trial.
Recommended citation: The REMAP-CAP Investigators. (2021) Interleukin-6 Receptor Antagonists in Critically Ill Patients with Covid-19. N Engl J Med DOI: 10.1056/NEJMoa2100433 https://www.nejm.org/doi/full/10.1056/NEJMoa2100433
The UPMC OPTIMISE-C19 (OPtimizing Treatment and Impact of Monoclonal antIbodieS through Evaluation for COVID-19) trial: a structured summary of a study protocol for an open-label, pragmatic, comparative effectiveness platform trial with response-adaptive randomization
Published in Trials, 2021
Summary of a study of comparative effectiveness of COVID-19 monoclonal antibodies with FDA EUA in the UPMC Health System.
Recommended citation: Huang, D.T., McCreary, E.K., Bariola, J.R. et al. The UPMC OPTIMISE-C19 (OPtimizing Treatment and Impact of Monoclonal antIbodieS through Evaluation for COVID-19) trial: a structured summary of a study protocol for an open-label, pragmatic, comparative effectiveness platform trial with response-adaptive randomization. Trials 22, 363 (2021). https://trialsjournal.biomedcentral.com/articles/10.1186/s13063-021-05316-3
Association Between Administration of IL-6 Antagonists and Mortality Among Patients Hospitalized for COVID-19: A Meta-analysis
Published in Journal of the American Medical Association, 2021
Meta-analysis estimating the association between administration of IL-6 antagonists compared with usual care or placebo and 28-day all-cause mortality and other outcomes.
Recommended citation: The WHO Rapid Evidence Appraisal for COVID-19 Therapies (REACT) Working Group. Association Between Administration of IL-6 Antagonists and Mortality Among Patients Hospitalized for COVID-19: A Meta-analysis. JAMA. Published online July 06, 2021. doi:10.1001/jama.2021.11330 https://jamanetwork.com/journals/jama/fullarticle/2781880
Lopinavir-ritonavir and hydroxychloroquine for critically ill patients with COVID-19: REMAP-CAP randomized controlled trial
Published in Intensive Care Medicine, 2021
Results from the REMAP-CAP trial: Among critically ill patients with COVID-19, lopinavir-ritonavir, hydroxychloroquine, or combination therapy worsened outcomes compared to no antiviral therapy.
Recommended citation: Arabi, Y.M., Gordon, A.C., Derde, L.P.G. et al. Lopinavir-ritonavir and hydroxychloroquine for critically ill patients with COVID-19: REMAP-CAP randomized controlled trial. Intensive Care Med 47, 867–886 (2021). https://link.springer.com/article/10.1007/s00134-021-06448-5
Therapeutic Anticoagulation with Heparin in Noncritically Ill Patients with Covid-19
Published in New England Journal of Medicine, 2021
In noncritically ill patients with Covid-19, an initial strategy of therapeutic-dose anticoagulation with heparin increased the probability of survival to hospital discharge with reduced use of cardiovascular or respiratory organ support as compared with usual-care thromboprophylaxis..
Recommended citation: The REMAP-CAP, ACTIV-4a, and ATTACC Investigators. Therapeutic Anticoagulation with Heparin in Noncritically Ill Patients with Covid-19. NEJM. Published online August 04, 2021. doi:10.1056/NEJMoa2105911 https://www.nejm.org/doi/full/10.1056/NEJMoa2105911
Therapeutic Anticoagulation with Heparin in Critically Ill Patients with Covid-19
Published in New England Journal of Medicine, 2021
In critically ill patients with Covid-19, an initial strategy of therapeutic-dose anticoagulation with heparin did not result in a greater probability of survival to hospital discharge or a greater number of days free of cardiovascular or respiratory organ support than did usual-care pharmacologic thromboprophylaxis.
Recommended citation: The REMAP-CAP, ACTIV-4a, and ATTACC Investigators. Therapeutic Anticoagulation with Heparin in Critically Ill Patients with Covid-19. NEJM. Published online August 04, 2021. doi:10.1056/NEJMoa2103417 https://www.nejm.org/doi/full/10.1056/NEJMoa2103417
talks
Line-of-sight pursuit in monotone polygons
Published:
Line-of-sight pursuit in monotone polygons
Published:
Bayesian Dynamic Modeling and Forecasting of Count Time Series
Published:
Virtual seminar for the finalists of the Savage award to present their dissertation research.
Savage Award Session
Published:
Invited session for the finalists of the Savage award. I presented an overview of my doctoral research on Bayesian modeling and forecasting of time series of counts.
The statistical analysis of REMAP-CAP: A platform trial for COVID-19
Published:
Invited session for the session “Light methods for hard problems.”
Statistical Framework for the mpRCT of Therapeutic Anticoagulation in Covid-19
Published:
Livestream of the results of the mpRCT trial of therapeutic anticoagulation in Covid-19 hosted by Critical Care Reviews corresponding with publications released in NEJM.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.