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Hedeker, Donald
One or more keywords matched the following properties of Hedeker, Donald
PropertyValue
keywords longitudinal data analysis
keywords ordinal data
overview Donald Hedeker's chief expertise is in the development and use of advanced statistical methods for clustered and longitudinal data, with particular emphasis on mixed-effects models. He is the primary author of several freeware computer programs for mixed-effects analysis. With Robert Gibbons, Don is the author of the text “Longitudinal Data Analysis,” published by Wiley in 2006. More recently, he has developed methods and software for analysis of intensive longitudinal data, which are data with many measurements over time, often collected using mobile devices and/or the internet. Such data are increasingly obtained by researchers in many research areas, for example in the areas of mobile health (mHealth) and ecological momentary assessment (EMA) studies. He is an associate editor for Statistics in Medicine.
One or more keywords matched the following items that are connected to Hedeker, Donald
Item TypeName
Concept Data Collection
Concept Data Interpretation, Statistical
Academic Article MIXOR: a computer program for mixed-effects ordinal regression analysis.
Academic Article Random effects probit and logistic regression models for three-level data.
Academic Article Advances in analysis of longitudinal data.
Academic Article Random regression models: a comprehensive approach to the analysis of longitudinal psychiatric data.
Academic Article A random-effects ordinal regression model for multilevel analysis.
Academic Article Random-effects regression models for clustered data with an example from smoking prevention research.
Academic Article MIXREG: a computer program for mixed-effects regression analysis with autocorrelated errors.
Academic Article Random regression models for multicenter clinical trials data.
Academic Article Some conceptual and statistical issues in analysis of longitudinal psychiatric data. Application to the NIMH treatment of Depression Collaborative Research Program dataset.
Academic Article Trajectories of smoking among freshmen college students with prior smoking history and risk for future smoking: data from the University Project Tobacco Etiology Research Network (UpTERN) study.
Academic Article Examination of the analytic quality of behavioral health randomized clinical trials.
Academic Article Bayesian mixed-effects location and scale models for multivariate longitudinal outcomes: an application to ecological momentary assessment data.
Academic Article An application of the thresholds of change model to the analysis of mental health data.
Academic Article A mixed-effects quintile-stratified propensity adjustment for effectiveness analyses of ordered categorical doses.
Academic Article Modeling mood variation associated with smoking: an application of a heterogeneous mixed-effects model for analysis of ecological momentary assessment (EMA) data.
Academic Article Modeling between-subject and within-subject variances in ecological momentary assessment data using mixed-effects location scale models.
Academic Article Smoking antecedents: separating between- and within-person effects of tobacco dependence in a multiwave ecological momentary assessment investigation of adolescent smoking.
Academic Article Intraclass correlation estimates in a school-based smoking prevention study. Outcome and mediating variables, by sex and ethnicity.
Academic Article Simulation of massive public health data by power polynomials.
Academic Article Statistical and epidemiological treatment of the SEER incidence data.
Academic Article Analysis of binary outcomes with missing data: missing = smoking, last observation carried forward, and a little multiple imputation.
Academic Article Random-effects regression analysis of correlated grouped-time survival data.
Academic Article A mixed-effects regression model for three-level ordinal response data.
Academic Article A three-level mixed-effects location scale model with an application to ecological momentary assessment data.
Academic Article Two propensity score-based strategies for a three-decade observational study: investigating psychotropic medications and suicide risk.
Academic Article An application of a mixed-effects location scale model for analysis of Ecological Momentary Assessment (EMA) data.
Academic Article A mixed-effects regression model for longitudinal multivariate ordinal data.
Academic Article Bias reduction in effectiveness analyses of longitudinal ordinal doses with a mixed-effects propensity adjustment.
Academic Article An imputation strategy for incomplete longitudinal ordinal data.
Academic Article An integrated data analysis approach to investigating measurement equivalence of DSM nicotine dependence symptoms.
Academic Article Binary variable multiple-model multiple imputation to address missing data mechanism uncertainty: application to a smoking cessation trial.
Academic Article Gaussianization-based quasi-imputation and expansion strategies for incomplete correlated binary responses.
Academic Article Momentary negative moods and being with friends precede cigarette use among Korean American emerging adults.
Academic Article The thresholds of change model: an approach to analyzing stages of change data.
Academic Article Modelling ordinal responses from co-twin control studies.
Academic Article Bias reduction with an adjustment for participants' intent to dropout of a randomized controlled clinical trial.
Academic Article Analysis of longitudinal substance use outcomes using ordinal random-effects regression models.
Academic Article Analysis of clustered data in community psychology: with an example from a worksite smoking cessation project.
Academic Article A novel modeling framework for ordinal data defined by collapsed counts.
Academic Article Methods for Multilevel Ordinal Data in Prevention Research.
Academic Article Missing Data in Longitudinal Trials - Part B, Analytic Issues.
Academic Article A Bivariate Mixed-Effects Location-Scale Model with application to Ecological Momentary Assessment (EMA) data.
Academic Article Quantile Stratification Based on a Misspecified Propensity Score in Longitudinal Treatment Effectiveness Analyses of Ordinal Doses.
Academic Article A mixed ordinal location scale model for analysis of Ecological Momentary Assessment (EMA) data.
Academic Article Using clinical data to predict high-cost performance coding issues associated with pressure ulcers: a multilevel cohort model.
Academic Article A Mixed-effects Location-Scale Model for Ordinal Questionnaire Data.
Academic Article Sigmoidal mixed models for longitudinal data.
Academic Article A scalable approach to measuring the impact of nonignorable nonresponse with an EMA application.
Academic Article A note on marginalization of regression parameters from mixed models of binary outcomes.
Academic Article Latent trait shared-parameter mixed models for missing ecological momentary assessment data.
Academic Article Using multivariate mixed-effects selection models for analyzing batch-processed proteomics data with non-ignorable missingness.
Academic Article A 3-level Bayesian mixed effects location scale model with an application to ecological momentary assessment data.
Academic Article A mixed-effects location scale model for time-to-event data: A smoking behavior application.
Academic Article Measuring the Impact of Nonignorable Missingness Using the R Package isni.
Academic Article Extending the mixed-effects model to consider within-subject variance for Ecological Momentary Assessment data.
Academic Article MixWILD: A program for examining the effects of variance and slope of time-varying variables in intensive longitudinal data.
Academic Article A tractable method to account for high-dimensional nonignorable missing data in intensive longitudinal data.
Grant STATISTICAL MODELS FOR NESTED SERVICES UTILIZATION DATA
Grant Variance Modeling of Smoking-related EMA Data
Grant Novel Statistical Models for EMA Studies of Physical Activity
Academic Article Defining R-squared measures for mixed-effects location scale models.
Grant Methodological and data-driven approach to infer durable behavior change from mHealth data
Academic Article Detecting influential subjects in intensive longitudinal data using mixed-effects location scale models.
Academic Article Statistical analysis of the longitudinal fundamental movement skills data in the REACT project using the multilevel ordinal logistic model.
Academic Article An introduction and practical guide to strategies for analyzing longitudinal data in clinical trials of smoking cessation treatment: Beyond dichotomous point-prevalence outcomes.
Search Criteria
  • ordinal
  • data