AN ELEMENTARY INTRODUCTION TO BAYESIAN COMPUTING USING WINBUGS

Dennis G. Fryback; Natasha K. Stout; Marjorie A. Rosenberg

doi:10.1017/S0266462301104095

Abstract

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Bayesian statistics provide effective techniques for analyzing data and translating the results to inform decision making. This paper provides an elementary tutorial overview of the WinBUGS software for performing Bayesian statistical analysis. Background information on the computational methods used by the software is provided. Two examples drawn from the field of medical decision making are presented to illustrate the features and functionality of the software.

Crossref Citations

This article has been cited by the following publications. This list is generated based on data provided by Crossref.

Cooper, N J Sutton, A J and Abrams, K R 2002. Decision analytical economic modelling within a Bayesian framework: application to prophylactic antibiotics use for caesarean section. Statistical Methods in Medical Research, Vol. 11, Issue. 6, p. 491.

Vallvé, Carles 2003. Revisión crítica del ensayo clínico pragmático. Medicina Clínica, Vol. 121, Issue. 10, p. 384.

Spiegelhalter, David J and Best, Nicola G 2003. Bayesian approaches to multiple sources of evidence and uncertainty in complex cost‐effectiveness modelling. Statistics in Medicine, Vol. 22, Issue. 23, p. 3687.

Sullivan, Patrick W. Follin, Sheryl L. and Nichol, Michael B. 2003. Transitioning the Second-Generation Antihistamines to Over-the-Counter Status. Medical Care, Vol. 41, Issue. 12, p. 1382.

Johnson-Masotti, Ana P. Laud, Purushottam W. Hoffmann, Raymond G. Hayat, Matthew J. and Pinkerton, Steven D. 2004. A Bayesian Approach to Net Health Benefits: An Illustration and Application to Modeling HIV Prevention. Medical Decision Making, Vol. 24, Issue. 6, p. 634.

Sullivan, Patrick W. and Nichol, Michael B. 2004. The Economic Impact of Payer Policies after the Rx-to-OTC Switch of Second-Generation Antihistamines* *Preliminary results of this analysis were presented at the 9th annual HMO Research Network Conference April 1-2, 2003. Value in Health, Vol. 7, Issue. 4, p. 402.

Copley-Merriman, Kati Jackson, Joseph Boyer, J. Gregory Cappelleri, Joseph C. DeMarinis, Robert DiCesare, Joseph Erder, M. Haim Gagnon, Jean Paul Garrison, Lou Gondek, Kathleen Heithoff, Kim A. Hughes, Tom Miller, David Rothman, Margaret Santanello, Nancy Willke, Richard and Wong, Bruce 2004. Outcomes Assessment in Cancer. p. 623.

Cantor, Scott B. 2004. Clinical Applications in the Decision Analysis Literature. Decision Analysis, Vol. 1, Issue. 1, p. 23.

Diamond, George A. and Kaul, Sanjay 2004. Prior convictions. Journal of the American College of Cardiology, Vol. 43, Issue. 11, p. 1929.

Sullivan, Patrick W Valuck, Robert Saseen, Joseph and MacFall, Holly M 2004. A Comparison of the Direct Costs and Cost Effectiveness of Serotonin Reuptake Inhibitors and Associated Adverse Drug Reactions. CNS Drugs, Vol. 18, Issue. 13, p. 911.

Cooper, Nicola J. Sutton, Alex J. Abrams, Keith R. Turner, David and Wailoo, Allan 2004. Comprehensive decision analytical modelling in economic evaluation: a Bayesian approach. Health Economics, Vol. 13, Issue. 3, p. 203.

Sullivan, Patrick W Follin, Sheryl L and Nichol, Michael B 2004. Cost-Benefit Analysis of First-Generation Antihistamines in the Treatment of Allergic Rhinitis. PharmacoEconomics, Vol. 22, Issue. 14, p. 929.

Sloan, Jeff A. 2004. Outcomes Assessment in Cancer. p. 362.

Paddock, Susan M. Wynn, Barbara O. Carter, Grace M. and Buntin, Melinda Beeuwkes 2004. Identifying and Accommodating Statistical Outliers When Setting Prospective Payment Rates for Inpatient Rehabilitation Facilities. Health Services Research, Vol. 39, Issue. 6p1, p. 1859.

Spiegelhalter, David J. 2004. Incorporating Bayesian Ideas into Health-Care Evaluation. Statistical Science, Vol. 19, Issue. 1,

Pillo-Blocka, Francy Adatia, Ian Sharieff, Waseem McCrindle, Brian W. and Zlotkin, Stanley 2004. Rapid advancement to more concentrated formula in infants after surgery for congenital heart disease reduces duration of hospital stay: A randomized clinical trial. The Journal of Pediatrics, Vol. 145, Issue. 6, p. 761.

MacLaren, Robert and Sullivan, Patrick W. 2005. Pharmacoeconomic Modeling of Lorazepam, Midazolam, and Propofol for Continuous Sedation in Critically Ill Patients. Pharmacotherapy, Vol. 25, Issue. 10, p. 1319.

MacLaren, Robert and Sullivan, Patrick W. 2005. Cost-Effectiveness of Recombinant Human Erythropoietin for Reducing Red Blood Cells Transfusions in Critically Ill Patients. Value in Health, Vol. 8, Issue. 2, p. 105.

Rosenberg, Marjorie A. and Farrell, Phillip M. 2008. Predictive Modeling of Costs for a Chronic Disease with Acute High-Cost Episodes. North American Actuarial Journal, Vol. 12, Issue. 1, p. 1.

Anderson, Paul A. McCormick, Paul C. and Angevine, Peter D. 2008. Randomized Controlled Trials of the Treatment of Lumbar Disk Herniation: 1983-2007. Journal of the American Academy of Orthopaedic Surgeons, Vol. 16, Issue. 10, p. 566.

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AN ELEMENTARY INTRODUCTION TO BAYESIAN COMPUTING USING WINBUGS

Abstract

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This article has been cited by the following publications. This list is generated based on data provided by Crossref.

Article contents

AN ELEMENTARY INTRODUCTION TO BAYESIAN COMPUTING USING WINBUGS

Abstract

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