Longitudinal Data Analysis
Longitudinal data analysis involves a complex set of statistical procedures to model patterns of change over time.
Related Faculty
- Dr. Ashenafi S Cherkos
- Dr. Gregory Knell
- Dr. Rajesh Nandy
- Dr. Uyen-Sa D. T. Nguyen
- Dr. Zhengyang Zhou
- *Hale JL, Knell G, Swartz MD, Shiroma EJ, Ellis T, Lee IM, Gabriel KP. Association of Parkinson’s disease status with accelerometer-derived physical activity and sedentary behavior in older women: The Women’s Health Study (WHS). Preventive Medicine Reports. 2023 Oct 1;35:102361. doi: https://doi.org/10.1016/j.pmedr.2023.102361
- Brayton RP, Price AM, Jones C, Ellis C, Burkhart S, Knell G. Prospective evaluation of 24-hour movement behaviors among adolescents recovering from a sport-related concussion.Applied Neuropsychology: Child, 1-9. doi; 10.1080/21622965.2023.2181082
- Knell G, Durand CP, Shuval K, Kohl III HW, Salvo D, Olyuomi A, Gabriel KP. If you build it, will they come? A quasi-experiment of sidewalk improvements and physical activity. Transl J Am Coll Sports Med. 2018 May;3(9):66-71. PubMed PMID: 30148210; PubMed Central PMCID: PMC6105313
- Finlay, A. K., White, H. R., Mun, E.-Y., Cronley, C. C., & Lee, C. (2012). Racial differences in trajectories of heavy drinking and regular marijuana use from ages 13 to 24 among African-American and White males. Drug and Alcohol Dependence, 121 (1-2), 118-123.
- Huh, D., Mun, E. Y., Walters, S. T., Zhou, Z., & Atkins, D. C. (2019). A tutorial on individual participant data meta-analysis using Bayesian multilevel modeling to estimate alcohol intervention effects across heterogeneous studies. Addictive behaviors, 94, 162-170.
- Kim, S.-Y., Mun, E.-Y., & Smith, S. S. (2014). Using mixture models with known class membership to address incomplete covariance structures in multiple-group growth models. British Journal of Mathematical and Statistical Psychology, 67(1), 94-116.
- Kim, S.-Y., Huh, D., Zhou, Z., & Mun, E.-Y. (2020). A comparison of Bayesian to maximum likelihood estimation for latent growth models in the presence of a binary outcome. International
- Journal of Behavioral Development, 44(5), 447-457.
- LoParco, C. R., Zhou, Z., Fairlie, A. M., Litt, D. M., Lee, C. M., & Lewis, M. A. (2021). Testing daily-level drinking and negative consequences as predictors of next-day drinking cognitions. Addictive behaviors, 122, 107042.
- Lubke GH, Luningham J. Fitting latent variable mixture models. Behav Res Ther. 2017 Nov;98:91-102. doi: 10.1016/j.brat.2017.04.003.
- Luningham JM, Merrilees CE, Taylor LK, Goeke-Morey M, Shirlow P, Wentz B, Cummings EM. The impact of father presence and family conflict on trajectories of adolescent adjustment in Northern Ireland. Child Dev. 2020 Nov;92(3):904-918. https://doi.org/10.1111/cdev.13446
- Luningham JM, Wentz B, Merrilees CE, Taylor LK, Goeke-Morey MC, Shirlow P, Shannon T, & Cummings EM. Bidirectional effects between maternal mental health and adolescent internalizing problems across six years in Northern Ireland. 2022, J Child Psychol Psychiatry Advances, e12078. https://doi.org/10.1002/jcv2.12078
- Mantey, D. S., Yockey, R. A., & Lee, J. G. (2021). Sexual Minority Status and Marijuana Initiation during Adulthood: A Longitudinal Study Using Nationally Representative Data. Substance Use & Misuse, 56(7), 1054-1061.
- Nguyen US, Zhang Y, Lu N, Louie-Gao Q, Niu J, Ogdie A, Gelfand JM, LaValley MP, Dubreuil M, Sparks JA, Karlson EW, Choi HK. The smoking paradox in the development of psoriatic arthritis among psoriasis patients: a population-based study. Annals of Rheumatic Diseases 2018;77:119-123. PMCID: PMC5978759
- Nguyen US, Zhang Y, Zhu Y, Niu J, Zhang B, Felson DT. Increasing prevalence of knee pain and symptomatic knee osteoarthritis: survey and cohort data. Ann Int Med 2011;155:725-732. PMID: 22147711. PMCID: PMC3408027.
- Peeri NC, Tao M, Demissie S, Nguyen USDT. Sleep duration, chronotype, and insomnia and the risk of lung cancer: United Kingdom Biobank Cohort. Cancer Epidemiology, Biomarkers and Prevention 2022 Jan 27:cebp.1093.2021. doi: 10.1158/1055-9965.EPI-21-1093. Epub ahead of print. PMID: 35086821.
- Tan, Z., Mun, E.-Y., Nguyen, Uyen-Sa, D. T., & Walters, S. T. (2021). Increases in social support co-occur with decreases in depressive symptoms and substance use problems among adults in permanent supportive housing: An 18-month longitudinal study. BMC Psychology, 9(1), 1-13.
- Thompson, E. L., Zhou, Z., Garg, A., Rohr, D., Ajoku, B., & Spence, E. E. (2021). Evaluation of a school-based child physical and sexual abuse prevention program. Health Education & Behavior, 1090198120988252.
- Yang, J., Yockey, R. A., Chu, Y., & Lee, J. G. (2022). The Influence of Loneliness on the Smoking and Physical Activity of Community-Dwelling Older Adults: Results from the Health and Retirement Study. American Journal of Health Promotion, 08901171221081136.
- White, H. R., Fite, P., Pardini, D., Mun, E.-Y., & Loeber, R. (2013). Moderators of the dynamic link between alcohol and aggressive behavior among adolescent males. Journal of Abnormal Child Psychology, 41, 211-222.
Social media