Recommended Reading for TVEM
Introductions to the time-varying effect model (TVEM)
Lanza, S. T., Vasilenko, S. A., Liu, X., Li, R., & Piper, M. (2014). Advancing the understanding of craving during smoking cessation attempts: A demonstration of the time-varying effect model. Nicotine and Tobacco Research, 16, S127-134.
Lanza, S. T., Vasilenko, S. A., & Russell, M. A. (2016). Time-Varying Effect Modeling to Address New Questions in Behavioral Research: Examples in Marijuana Use. Psychology Of Addictive Behaviors. http://doi.org/10.1037/adb0000208
Tan, X., Shiyko, M., Li, R., Li, Y., & Dierker, L. (2012). A time-varying effect model for intensive longitudinal data. Psychological Methods, 17(1), 61-77. doi:10.1037/a0025814 PMCID: PMC3288551
Applications of TVEM to developmental and epidemiological questions
Evans-Polce, R. J., Vasilenko, S. A., & Lanza, S. T. (2015). Changes in gender and racial/ethnic disparities in rates of cigarette use, regular heavy episodic drinking, and marijuana use: Ages 14 to 32. Addictive Behaviors, 41, 219-222. doi: 10.1016/j.addbeh.2014.10.029.
Lanza, S. T., Russell, M. A., & Braymiller, J. (2017). Emergence of electronic cigarette use in US adolescents and the link to traditional cigarette use. Addictive Behaviors, 67, 38-43.
Linden-Carmichael, A. N., Vasilenko, S. A., Lanza, S. T., & Maggs, J. L. (2017). High-intensity drinking versus heavy episodic drinking: Prevalence rates and relative odds of alcohol use disorder across adulthood. ACER.
Russell, M. A., Vasilenko, S. A., & Lanza, S. T. (2016). Age-varying links between violence exposure and behavioral, mental, and physical health. Journal of Adolescent Health, 59, 189-196.
Schuler, M. S., Vasilenko, S. A., & Lanza, S. T. (2015). Age-varying associations between substance use behaviors and depressive symptoms during adolescence and young adulthood. Drug and Alcohol Dependence, 157, 75-82. doi: 10.1016/j.drugalcdep.2015.10.005
Vasilenko, S. A. (2017). Age-varying associations between non-marital sexual behavior and depressive symptoms across adolescence and young adulthood. Developmental Psychology. 53, 366-378. doi: 10.1037/dev0000229
Applications of TVEM to intensive longitudinal data
Mason, M., Mennis, J., Way, T., Lanza, S. T., Russell, M., & Zaharakis, N. (2015). Time-varying effects of a text-based smoking cessation intervention for urban adolescents. Drug Alcohol Dependence, 157, 99-105. http://doi.org/10.1016/j.drugalcdep.2015.10.016
Shiyko, M. P., Lanza, S. T., Tan, X., Li, R., & Shiffman, S. (2012). Using the time-varying effect model (TVEM) to examine dynamic associations between negative affect and self confidence on smoking urges: Differences between successful quitters and relapsers. Prevention Science. PMCID: PMC3372905 doi: 10.1007/s11121-011-0264-z View abstract
Liu, X., Li, R., Lanza, S. T., Vasilenko, S. A., & Piper, M. (2013). Understanding the role of cessation fatigue in the smoking cessation process. Drug and Alcohol Dependence, 133(2), 548-555.
Extensions of TVEM
Dziak, J. J., Li, R., Tan, X., Shiffman, S., & Shiyko, M. P. (2015). Modeling intensive longitudinal data with mixtures of nonparametric trajectories and time-varying effects. Psychological Methods. http://doi.org/10.1037/met0000048
Dziak, J. J., Li, R., Zimmerman, M., & Buu, A. (2014). Time-varying effect models for ordinal responses with applications in substance abuse research. Statistics In Medicine, 33(29), 5126-37.