A marginalized zero-inflated Poisson regression model with overall exposure effects

Statistics in Medicine

Volumn 33, Issue 29, 2014, Pages 5151-5165

  Long, D Leann ^a   Preisser, John S ^b   Herring, Amy H ^b,c   Golin, Carol E ^b,d  

^a WEST VIRGINIA UNIVERSITY   (United States)

^b University of North Carolina at Chapel Hill   (United States)

^c UNIVERSITY OF NORTH CAROLINA AT CHAPEL HILL   (United States)

^d UNIVERSITY OF NORTH CAROLINA SCHOOL OF MEDICINE   (United States)

Author keywords

Incidence; Marginalized models; Unprotected intercourse; Zero inflation

Indexed keywords

ARTICLE; CALCULATION; CONTROLLED STUDY; FOLLOW UP; HUMAN; LOG INCIDENCE DENSITY RATIO; MAXIMUM LIKELIHOOD METHOD; MOTIVATIONAL INTERVIEWING; POISSON DISTRIBUTION; PROBABILITY; RANDOMIZED CONTROLLED TRIAL; REGRESSION ANALYSIS; RISK ASSESSMENT; RISK FACTOR; RISK REDUCTION; SELF REPORT; SEXUAL COUNSELING; SEXUAL INTERCOURSE; SIMULATION; STATISTICAL MODEL; STATISTICAL PARAMETERS; STATISTICAL SIGNIFICANCE; UNPROTECTED SEX; ZERO INFLATED POISSON REGRESSION MODEL; BIOLOGICAL MODEL; COMPUTER SIMULATION; EPIDEMIOLOGY; HARM REDUCTION; HIV INFECTIONS; PREVENTION AND CONTROL; PROCEDURES; PUBLIC HEALTH; TRANSMISSION; UNSAFE SEX;

COMPUTER SIMULATION; EPIDEMIOLOGIC RESEARCH DESIGN; HARM REDUCTION; HIV INFECTIONS; HUMANS; LIKELIHOOD FUNCTIONS; MODELS, BIOLOGICAL; MOTIVATIONAL INTERVIEWING; POISSON DISTRIBUTION; PUBLIC HEALTH; REGRESSION ANALYSIS; UNSAFE SEX;

EID: 84920277629     PISSN: 02776715     EISSN: 10970258     Source Type: Journal    
DOI: 10.1002/sim.6293     Document Type: Article

References (13)

1. Böhning D, Dietz E, Schlattmann P, Mendonça L, Kirchner U. The zero-inflated Poisson model and the decayed, missing and filled teeth index in dental epidemiology. Journal of the Royal Statistical Society. Series A (Statistics in Society) 1999; 162:195-209.
2. Mullahy J. Specification and testing of some modified count data models. Journal of Econometrics 1986; 33:341-365.
3. Lambert D. Zero-inflated Poisson regression, with an application to defects in manufacturing. Technometrics 1992; 34:1-14.
4. Albert JM, Wang W, Nelson S. Estimating overall exposure effects for zero-inflated regression models with application to dental caries. Statistical Methods in Medical Research 2014; 23(3):257-278.
5. Preisser JS, Stamm JW, Long DL, Kincade ME. Review and recommendations for zero-inflated count regression modeling of dental caries indices in epidemiological studies. Caries Research 2012; 46(4):413-423.
6. Heagerty P. Marginally specified logistic-normal models for longitudinal binary data. Biometrics SEP 1999; 55(3):688-698.
7. Lee K, Joo Y, Song J, Harper D. Analysis of zero-inflated clustered count data: a marginalized model approach. Computational Statistics & Data Analysis 2011; 55(1):824-837.
8. Iddi S, Molenberghs G. A combined overdispersed and marginalized multilevel model. Computational Statistics & Data Analysis 2012; 56:1944-1951.
9. Golin C, Davis R, Przybyla S, Fowler B, Parker S, Earp J, Quinlivan E, Kalichman S, Patel S, Grodensky CS. A qualitative assessment of patients' views a multicomponent, motivational interviewing-based, safer sex counseling program for people living with HIV/AIDS. AIDS Patient Care and STDs 2010; 24(4):237-245.
10. Heilbron D. Zero-altered and other regression models for count data with added zeros. Biometrical Journal 1994; 36:531-547.
11. Ghosh P, Tu W. Assessing sexual attitudes and behaviors of young women: a joint model with nonlinear time effects, time varying covariates, and dropouts. Journal of the American Statistical Association 2009; 104(486):474-485.
12. White H. Maximum likelihood estimation of misspecified models. Econometrica 1982; 50(1):1-25.
13. Golin CE, Earp JA, Grodensky CA, Patel SN, Suchindran C, Parikh M, Kalichman S, Patterson K, Swygard H, Quinlivan EB, Amola K, Chariyeva Z, Groves J. Longitudinal effects of SafeTalk, a motivational interviewing-based program to improve safer sex practices among people living with HIV/AIDS. AIDS and Behavior 2012; 16(5):1182-1191.