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Summer Institute on Longitudinal Research &
National Drug Abuse Treatment Clinical Trials
Network (CTN) Dissemination Conference
August 9-11, 2010
Clinical Trials Network
Donald Hedeker, Ph.D., University of Illinois at Chicago
DAY TWO – Tuesday, August 10, 2010
Statistical Workshop
Track 2: Advanced Topics in Longitudinal Data Analysis for Investigators, Session I
PRESENTATION/HANDOUTS:
“Multilevel Discrete/Grouped Time Survival Analysis”
SELECTED REFERENCES:
Hedeker, D., Siddiqui, O. & Hu, F., (2000). Random-effects regression analysis of
correlated grouped-time survival data. Statistical Methods in Medical Research, 9, 161-179.
Xie, H., McHugo, G., Drake, R., & Sengupta, A., (2003). Using discrete-time survival
analysis to examine patterns of remission from substance use disorder among
persons with severe mental illness. Mental Health Services Research, 5, 55-64.
Reardon, S.F., Brennan, R.T., & Buka, S.L. (2002). Estimating multilevel
discrete-time hazard models using cross-sectional data: Neighborhood effects on the onset of adolescent cigarette use. Multivariate Behavioral Research, 37(3), 297-330.
Barber, J. S., Murphy, S., Axinn, W. G., & Maples, J. (2000). Discrete-time
multilevel hazard analysis. Sociological Methodology, 30, 201-235.
DAY THREE – Wednesday, August 11, 2010
Statistical Workshop
Track 1: Advanced Topics in Longitudinal Data Analysis for Investigators, Session II
PRESENTATION/HANDOUTS:
“Models for Ecological Momentary Assessment (EMA)”
SELECTED REFERENCES:
Hedeker, D., Mermelstein, R.J., Berbaum, M.L., & Campbell, R.T. (2009). Modeling mood variation associated with smoking: An application of a heterogeneous
mixed-effects model for analysis of ecological momentary assessment (EMA) data.
Addiction, 104, 297-307.
Hedeker, D., Mermelstein, R.J., & Demirtas, H. (2008). An application of a
mixed-effects location scale model for analysis of Ecological Momentary Assessment
(EMA) data. Biometrics, 64, 627-634.
Schwartz, J.E. & Stone, A.A. (1998). Strategies for analyzing ecological
momentary assessment data. Health Psychology, 17(1), 6-16.
Hedeker, D., Demirtas, H. & Mermelstein, R.J. (2009). A mixed ordinal location
scale model for analysis of ecological momentary assessment (EMA) data. Statistics
and Its Interface, 2, 391-402.
Hedeker, D., Mermelstein, R.J., & Flay, B.R. (2006). Application of item
response theory models for intensive longitudinal data. In T.A. Walls & J.L. Schafer
(Eds.), Models for Intensive Longitudinal Data (pp. 84-108).
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