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Volumn 3, Issue 1, 2002, Pages 5-20

Modeling clustered count data with excess zeros in health care outcomes research

Author keywords

Clustered data; Mixture distribution; Multilevel data; Random effects model; Zero inflated Poisson (ZIP)

Indexed keywords

COLON SURGERY; DATA ANALYSIS; HEALTH CARE; HEALTH CARE QUALITY; HOSPITAL PATIENT; HUMAN; MAXIMUM LIKELIHOOD METHOD; MEDICAL RESEARCH; OUTCOMES RESEARCH; POISSON DISTRIBUTION; PRIORITY JOURNAL; REVIEW; STATISTICAL ANALYSIS; STATISTICAL CONCEPTS; STATISTICAL MODEL; STATISTICAL PARAMETERS;

EID: 0036970369     PISSN: 13873741     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1021594923546     Document Type: Review
Times cited : (59)

References (43)
  • 1
    • 21144472277 scopus 로고
    • "A Bayesian analysis of a Poisson random effects model for home run hitters"
    • Albert, J., "A Bayesian analysis of a Poisson random effects model for home run hitters," The American Statistician 46, 246-253, 1992.
    • (1992) The American Statistician , vol.46 , pp. 246-253
    • Albert, J.1
  • 4
    • 0021316934 scopus 로고
    • "Extra Poisson variation in log-linear models"
    • Breslow, N.E., "Extra Poisson variation in log-linear models," Applied Statistics 33, 38-44, 1984.
    • (1984) Applied Statistics , vol.33 , pp. 38-44
    • Breslow, N.E.1
  • 6
    • 84986409852 scopus 로고
    • "Econometric models based on count data: Comparisons and applications of some estimators and test"
    • Cameron, A. and Trivedi, P., "Econometric models based on count data: Comparisons and applications of some estimators and test," Journal of the Applied Econometrics 1, 29-53, 1986.
    • (1986) Journal of the Applied Econometrics , vol.1 , pp. 29-53
    • Cameron, A.1    Trivedi, P.2
  • 7
    • 0000378843 scopus 로고
    • "Estimation of the Poisson parameter from truncated samples and from censored samples"
    • Cohen, A., "Estimation of the Poisson parameter from truncated samples and from censored samples," Journal of the American Statistical Association 49, 158-168, 1954.
    • (1954) Journal of the American Statistical Association , vol.49 , pp. 158-168
    • Cohen, A.1
  • 8
    • 12644271194 scopus 로고    scopus 로고
    • "Risk adjustment of the postoperative morbidity rate for the comparative assessment of the quality of surgical care"
    • Daley, J., Khuri, S.F., Henderson, W.G., Hur, K. et al., "Risk adjustment of the postoperative morbidity rate for the comparative assessment of the quality of surgical care," Journal of the American College of Surgeons 185(4), 328-340, 1997.
    • (1997) Journal of the American College of Surgeons , vol.185 , Issue.4 , pp. 328-340
    • Daley, J.1    Khuri, S.F.2    Henderson, W.G.3    Hur, K.4
  • 9
    • 21844517874 scopus 로고
    • "Regression for longitudinal data: A bridge from least squares Regression"
    • Dunlop, D., "Regression for longitudinal data: A bridge from least squares Regression," The American Statistician 48(4), 299-303, 1994.
    • (1994) The American Statistician , vol.48 , Issue.4 , pp. 299-303
    • Dunlop, D.1
  • 11
    • 0031467709 scopus 로고    scopus 로고
    • "Random effects probit and logistic regression models for three-level data"
    • Gibbons, R. and Hedeker, D., "Random effects probit and logistic regression models for three-level data," Biometrics 53, 1527-1537, 1997.
    • (1997) Biometrics , vol.53 , pp. 1527-1537
    • Gibbons, R.1    Hedeker, D.2
  • 12
    • 0004004166 scopus 로고
    • "Accounting for excess zeros and sample selection in Poisson and negative binomial regression models"
    • Working paper, Department of Economics, Stern School of business, New York University, New York
    • Greene, W.H., "Accounting for excess zeros and sample selection in Poisson and negative binomial regression models," Working paper, Department of Economics, Stern School of business, New York University, New York, 1994.
    • (1994)
    • Greene, W.H.1
  • 13
  • 15
    • 0033635967 scopus 로고    scopus 로고
    • "Zero-inflated Poisson and binomial regression with random effects: A case study"
    • Hall, D.B., "Zero-inflated Poisson and binomial regression with random effects: A case study," Biometrics 56, 1030-1039, 2000.
    • (2000) Biometrics , vol.56 , pp. 1030-1039
    • Hall, D.B.1
  • 16
    • 0003748151 scopus 로고    scopus 로고
    • MIXPREG: A computer program for mixed-effects Poisson regression
    • Technical Report, School of Public Health, University of Illinois at Chicago, Chicago
    • Hedeker, D., MIXPREG: A computer program for mixed-effects Poisson regression. Technical Report, School of Public Health, University of Illinois at Chicago, Chicago, 1998.
    • (1998)
    • Hedeker, D.1
  • 17
    • 0028650772 scopus 로고
    • "A random effects ordinal regression model for multilevel analysis"
    • Hedeker, D. and Gibbons, R., "A random effects ordinal regression model for multilevel analysis," Biometrics 50, 933-944, 1994.
    • (1994) Biometrics , vol.50 , pp. 933-944
    • Hedeker, D.1    Gibbons, R.2
  • 18
    • 0033885217 scopus 로고    scopus 로고
    • "Random effects regression analysis of correlated grouped-time survival data"
    • Hedeker, D., Siddiqui, O., and Hu, F., "Random effects regression analysis of correlated grouped-time survival data," Statistical Methods in Medical Research 9, 161-179, 2000.
    • (2000) Statistical Methods in Medical Research , vol.9 , pp. 161-179
    • Hedeker, D.1    Siddiqui, O.2    Hu, F.3
  • 19
    • 0003941689 scopus 로고
    • "Generalized linear models for altered zero probabilities and over dispersion in count data"
    • Technical Report, Department of Epidemiology and Biostatistics, University of California, San Francisco
    • Heilbron, D., "Generalized linear models for altered zero probabilities and over dispersion in count data," Technical Report, Department of Epidemiology and Biostatistics, University of California, San Francisco, 1989.
    • (1989)
    • Heilbron, D.1
  • 20
    • 84985657533 scopus 로고
    • "Zero-altered and other regression models for count data with added zeros"
    • Heilbron, D., "Zero-altered and other regression models for count data with added zeros," Biometrics Journal 36, 531-547, 1994.
    • (1994) Biometrics Journal , vol.36 , pp. 531-547
    • Heilbron, D.1
  • 22
    • 12644258519 scopus 로고    scopus 로고
    • "Risk adjustment of the postoperative mortality rate for the comparative assessment of the quality of surgical care: Results of the National Veterans Affairs Surgical Risk Study"
    • Khuri, S.F., Daley, J., Henderson, W.G., Hur, K. et al., "Risk adjustment of the postoperative mortality rate for the comparative assessment of the quality of surgical care: Results of the National Veterans Affairs Surgical Risk Study," Journal of the American College of Surgeons 185(4), 315-327, 1997.
    • (1997) Journal of the American College of Surgeons , vol.185 , Issue.4 , pp. 315-327
    • Khuri, S.F.1    Daley, J.2    Henderson, W.G.3    Hur, K.4
  • 23
    • 18744421369 scopus 로고    scopus 로고
    • "The Department of Veterans Affairs NSQIP: The first national validated, outcome-based, risk-adjusted, and peer-controlled program for the measurement and enhancement of the quality of care"
    • Khuri, S.F., Daley, J., Henderson, W.G., Hur, K. et al., "The Department of Veterans Affairs NSQIP: The first national validated, outcome-based, risk-adjusted, and peer-controlled program for the measurement and enhancement of the quality of care," Annals of Surgery 228(4), 491-507, 1998.
    • (1998) Annals of Surgery , vol.228 , Issue.4 , pp. 491-507
    • Khuri, S.F.1    Daley, J.2    Henderson, W.G.3    Hur, K.4
  • 24
    • 85050832934 scopus 로고
    • "Event count models for international relations: Generalizations and applications"
    • King, G., "Event count models for international relations: Generalizations and applications," International Studies Quarterly 33, 123-147, 1989.
    • (1989) International Studies Quarterly , vol.33 , pp. 123-147
    • King, G.1
  • 25
    • 0026821975 scopus 로고
    • "Zero-inflated Poisson regression with an application to defects in manufacturing"
    • Lambert, D., "Zero-inflated Poisson regression with an application to defects in manufacturing," Technometrics 34, 1-14, 1992.
    • (1992) Technometrics , vol.34 , pp. 1-14
    • Lambert, D.1
  • 26
    • 84988052086 scopus 로고
    • "Negative binomial and mixed Poisson regression"
    • Lawless, J., "Negative binomial and mixed Poisson regression:" Canadian Journal of Statistics 15, 209-225, 1987.
    • (1987) Canadian Journal of Statistics , vol.15 , pp. 209-225
    • Lawless, J.1
  • 27
    • 0000312997 scopus 로고    scopus 로고
    • "Hierarchical generalized linear models (with discussion)"
    • Lee, Y. and Nelder, J.A., "Hierarchical generalized linear models (with discussion)," Journal of the Royal Statistical Society B 58, 619-678, 1996.
    • (1996) Journal of the Royal Statistical Society B , vol.58 , pp. 619-678
    • Lee, Y.1    Nelder, J.A.2
  • 29
    • 0000854272 scopus 로고
    • "Specification and testing of some modified count data models"
    • Mullahy, J., "Specification and testing of some modified count data models," Journal of Econometrics 33, 341-365, 1986.
    • (1986) Journal of Econometrics , vol.33 , pp. 341-365
    • Mullahy, J.1
  • 30
    • 0025115794 scopus 로고
    • "Some comments on Rosner's multiple logistic model for clustered data"
    • Neuhaus, J.M., and Jewell, N., "Some comments on Rosner's multiple logistic model for clustered data," Biometrics 46, 523-534, 1990.
    • (1990) Biometrics , vol.46 , pp. 523-534
    • Neuhaus, J.M.1    Jewell, N.2
  • 31
    • 0002512643 scopus 로고
    • "A comparison of cluster-specific and population-averaged approaches for analyzing correlated binary data"
    • Neuhaus, J.M., Kalbfleisch, J.D., and Hauck, W.W., "A comparison of cluster-specific and population-averaged approaches for analyzing correlated binary data," International Statistical Review 59, 25-35, 1991.
    • (1991) International Statistical Review , vol.59 , pp. 25-35
    • Neuhaus, J.M.1    Kalbfleisch, J.D.2    Hauck, W.W.3
  • 32
    • 0029880602 scopus 로고    scopus 로고
    • "Using admission characteristics to predict short-term mortality from myocardial infarction in elderly patients"
    • Normand, S.L.T., Glickman, M.E. et al., "Using admission characteristics to predict short-term mortality from myocardial infarction in elderly patients," JAMA 275, 1322-1328, 1996.
    • (1996) JAMA , vol.275 , pp. 1322-1328
    • Normand, S.L.T.1    Glickman, M.E.2
  • 33
    • 0024432254 scopus 로고
    • "Analysis of a toxicological experiment using a generalized linear model with nested random effects"
    • Preisler, H.K., "Analysis of a toxicological experiment using a generalized linear model with nested random effects," International Statistical Review 57, 145-159, 1989.
    • (1989) International Statistical Review , vol.57 , pp. 145-159
    • Preisler, H.K.1
  • 34
    • 0024266392 scopus 로고
    • "Correlated binary regression with covariates specific to each binary observation"
    • Prentice, R., "Correlated binary regression with covariates specific to each binary observation," Biometrics 44, 1033-1048, 1988.
    • (1988) Biometrics , vol.44 , pp. 1033-1048
    • Prentice, R.1
  • 35
    • 0002421467 scopus 로고
    • "Multivariate methods for clustered binary data with more than one level of nesting"
    • Rosner, B., "Multivariate methods for clustered binary data with more than one level of nesting," Journal of the American Statistical Association 84, 373-380, 1989.
    • (1989) Journal of the American Statistical Association , vol.84 , pp. 373-380
    • Rosner, B.1
  • 36
    • 0012865913 scopus 로고    scopus 로고
    • "Modeling clustered count and survival data with an application to a school-based smoking prevention study"
    • PhD Dissertation, University of Illinois at Chicago
    • Siddiqui, O., "Modeling clustered count and survival data with an application to a school-based smoking prevention study," PhD Dissertation, University of Illinois at Chicago, 1996.
    • (1996)
    • Siddiqui, O.1
  • 37
    • 0003560587 scopus 로고    scopus 로고
    • Multilevel analysis: An introduction to basic and advanced multilevel modeling
    • Sage, Thousand Oaks, CA
    • Snijders, T. and Bosker, R., Multilevel analysis: An introduction to basic and advanced multilevel modeling, Sage, Thousand Oaks, CA, 1999.
    • (1999)
    • Snijders, T.1    Bosker, R.2
  • 39
    • 0029844750 scopus 로고    scopus 로고
    • "Population-averaged and cluster-specific models for clustered ordinal response data"
    • Ten Have, T., Landis, R., and Hartzel, J., "Population-averaged and cluster-specific models for clustered ordinal response data," Statistics in Medicine 15, 2573-2588, 1996.
    • (1996) Statistics in Medicine , vol.15 , pp. 2573-2588
    • Ten Have, T.1    Landis, R.2    Hartzel, J.3
  • 40
    • 0023896282 scopus 로고
    • "Mixed Poisson likelihood regression models for longitudinal interval count data"
    • Thall, P.F., "Mixed Poisson likelihood regression models for longitudinal interval count data," Biometrics 44, 197-209, 1992.
    • (1992) Biometrics , vol.44 , pp. 197-209
    • Thall, P.F.1
  • 41
    • 0012786610 scopus 로고    scopus 로고
    • "Missing data in epidemiologic studies"
    • Vach, W. and Blettner, M., "Missing data in epidemiologic studies," Encyclopedia of Biostatistics 4, 2641-2654, 1998.
    • (1998) Encyclopedia of Biostatistics , vol.4 , pp. 2641-2654
    • Vach, W.1    Blettner, M.2
  • 42
    • 0000646447 scopus 로고
    • "Likelihood ratio tests for model selection and non-nested hypotheses"
    • Vuong, Q., "Likelihood ratio tests for model selection and non-nested hypotheses," Econometrica 57(2), 307-333, 1989.
    • (1989) Econometrica , vol.57 , Issue.2 , pp. 307-333
    • Vuong, Q.1
  • 43
    • 0035888098 scopus 로고    scopus 로고
    • "Zero-inflated Poisson regression with random effects to evaluate an occupational injury prevention programme"
    • Yau, K. and Lee, A., "Zero-inflated Poisson regression with random effects to evaluate an occupational injury prevention programme," Statistics in Medicine 20, 2907-2920, 2001.
    • (2001) Statistics in Medicine , vol.20 , pp. 2907-2920
    • Yau, K.1    Lee, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.