Skip to main content

2010 | OriginalPaper | Buchkapitel

30. Bayesian Modeling of Health State Preferences

verfasst von : R. Muzaffer Musal, Refik Soyer

Erschienen in: Mathematical and Statistical Models and Methods in Reliability

Verlag: Birkhäuser Boston

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper, we present a Bayesian framework for modeling uncertainty about a population’s health state preferences. Such a framework is motivated by the need to analyze preference-based measurement data that arise from evaluation of health states by a sample of individuals. The Bayesian framework leads to population utility estimation and health policy evaluation by introducing a probabilistic interpretation of the multiattribute utility theory (MAUT) models used in health economics. In doing so, our approach combines ideas from the MAUT approach of Keeney and Raiffa (“Decisions with Multiple Objectives-Preferences and Value Tradeoffs”, Wiley, New York, 1976) and Bayesian view point to provide an alternate method of modeling preferences.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
BRA99.
Zurück zum Zitat Brazier, J., Deverill, M.: Obtaining the Q in QALYs: A Comparison of Five Multi-attribute Utility Scales. School of Health and Related Research, The University of Sheffield, (1999) Brazier, J., Deverill, M.: Obtaining the Q in QALYs: A Comparison of Five Multi-attribute Utility Scales. School of Health and Related Research, The University of Sheffield, (1999)
BRA02.
Zurück zum Zitat Brazier, J. E., Roberts, J., Deverill, M.: The estimation of a preference-based measure of health from the SF-36. Journal of Health Economics, 21, 271–292 (2002)CrossRef Brazier, J. E., Roberts, J., Deverill, M.: The estimation of a preference-based measure of health from the SF-36. Journal of Health Economics, 21, 271–292 (2002)CrossRef
BRA05.
Zurück zum Zitat Brazier, J.: Current State of the Art in Preference Based Measures of Health and Avenues for Further Research. Discussion Paper. School of Health and Related Research, The University of Sheffield, (2005) Brazier, J.: Current State of the Art in Preference Based Measures of Health and Avenues for Further Research. Discussion Paper. School of Health and Related Research, The University of Sheffield, (2005)
BRA06.
Zurück zum Zitat Brazier, J., Roberts, J.: Methods for developing preference-based measures of Health: In Jones, A. (ed) The Elgar Companion to Health Economics. Edward Elgar, Cheltenham, UK, (2006) Brazier, J., Roberts, J.: Methods for developing preference-based measures of Health: In Jones, A. (ed) The Elgar Companion to Health Economics. Edward Elgar, Cheltenham, UK, (2006)
DOL97.
Zurück zum Zitat Dolan, P.: Modeling Valuations for EuroQol Health States. Medical Care, 35, 1095–1108 (1997)CrossRef Dolan, P.: Modeling Valuations for EuroQol Health States. Medical Care, 35, 1095–1108 (1997)CrossRef
JSPI97.
Zurück zum Zitat van Dorp, J. R., Mazzuchi, T. A., Soyer, R.: Sequential inference and decision making for single mission systems development. Journal of Statistical Planning and Inference, 62, 207–218 (1997)MathSciNetMATHCrossRef van Dorp, J. R., Mazzuchi, T. A., Soyer, R.: Sequential inference and decision making for single mission systems development. Journal of Statistical Planning and Inference, 62, 207–218 (1997)MathSciNetMATHCrossRef
TECH98.
Zurück zum Zitat Erkanli, A., Mazzuchi, T. A., Soyer, R.: Bayesian Computations for a Class of Reliability Growth Models. Technometrics, 40, 14–23 (1998)MathSciNetMATHCrossRef Erkanli, A., Mazzuchi, T. A., Soyer, R.: Bayesian Computations for a Class of Reliability Growth Models. Technometrics, 40, 14–23 (1998)MathSciNetMATHCrossRef
HAZ04.
Zurück zum Zitat Hazen, G.: Multiattribute Structure for QALYs. Decision Analysis, 1, 205–216 (2004)CrossRef Hazen, G.: Multiattribute Structure for QALYs. Decision Analysis, 1, 205–216 (2004)CrossRef
KAP88.
Zurück zum Zitat Kaplan, R. M., Ganiats, G. M., Sieber, W. J., Anderson, J. P.: The Quality of Well-Being Scale: critical similarities and differences with SF-36. International Journal of Quality of Health Care, 10, 509–520 (1988)CrossRef Kaplan, R. M., Ganiats, G. M., Sieber, W. J., Anderson, J. P.: The Quality of Well-Being Scale: critical similarities and differences with SF-36. International Journal of Quality of Health Care, 10, 509–520 (1988)CrossRef
KR76.
Zurück zum Zitat Keeney, R. L., Raiffa, H.: Decisions with Multiple Objectives-Preferences and Value Tradeoffs. Wiley, New York (1976) Keeney, R. L., Raiffa, H.: Decisions with Multiple Objectives-Preferences and Value Tradeoffs. Wiley, New York (1976)
K76.
KH05.
Zurück zum Zitat Kharroubi, S. A., O’Hagan, A., Brazier, J. E.: Estimating utilities from individual health preference data: a nonparametric Bayesian approach. Applied Statistics, 54, 879–895 (2005)MathSciNetMATHCrossRef Kharroubi, S. A., O’Hagan, A., Brazier, J. E.: Estimating utilities from individual health preference data: a nonparametric Bayesian approach. Applied Statistics, 54, 879–895 (2005)MathSciNetMATHCrossRef
KH07.
Zurück zum Zitat Kharroubi, S. A., Brazier, J. E., O’Hagan, A., Roberts, J.: Modelling SF-6D health state preference data using a nonparametric Bayesian method. Journal of Health Economics, 26, 597–612 (2007)CrossRef Kharroubi, S. A., Brazier, J. E., O’Hagan, A., Roberts, J.: Modelling SF-6D health state preference data using a nonparametric Bayesian method. Journal of Health Economics, 26, 597–612 (2007)CrossRef
IEEE93.
Zurück zum Zitat Mazzuchi, T. A., Soyer, R.: A Bayes methodology for assessing product reliability during development testing. IEEE Transactions on Reliability, 42, 503–510 (1993)MATHCrossRef Mazzuchi, T. A., Soyer, R.: A Bayes methodology for assessing product reliability during development testing. IEEE Transactions on Reliability, 42, 503–510 (1993)MATHCrossRef
OURS.
Zurück zum Zitat Musal, R. M., Soyer, R., McCabe, C., Kharroubi, S. A.: Estimating the Population Utility Function: A Parametric Bayesian Approach. European Journal of Operational Research, under second review, (2009) Musal, R. M., Soyer, R., McCabe, C., Kharroubi, S. A.: Estimating the Population Utility Function: A Parametric Bayesian Approach. European Journal of Operational Research, under second review, (2009)
TOR82.
Zurück zum Zitat Torrance, G. W., Boyle, M. H., Horwood, S. P.: Application of Multiattribute Utility Theory to Measure Social Utility for Health States. Operations Research, 30, 1043–1069 (1982)CrossRef Torrance, G. W., Boyle, M. H., Horwood, S. P.: Application of Multiattribute Utility Theory to Measure Social Utility for Health States. Operations Research, 30, 1043–1069 (1982)CrossRef
TOR96.
Zurück zum Zitat Torrance, G. W., Feeny, D. H., Furlong, W. J., Ronald, B., Yueming, Z., Qinan, W.: Multiattribute utility function for a comprehensive health status classification: Health Utilities Index Mark 2. Medical Care, 34, 702–722 (1996)CrossRef Torrance, G. W., Feeny, D. H., Furlong, W. J., Ronald, B., Yueming, Z., Qinan, W.: Multiattribute utility function for a comprehensive health status classification: Health Utilities Index Mark 2. Medical Care, 34, 702–722 (1996)CrossRef
Metadaten
Titel
Bayesian Modeling of Health State Preferences
verfasst von
R. Muzaffer Musal
Refik Soyer
Copyright-Jahr
2010
Verlag
Birkhäuser Boston
DOI
https://doi.org/10.1007/978-0-8176-4971-5_30

Neuer Inhalt