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Hedeker, Donald
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PropertyValue
keywords mixed-effects models
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 Models, Theoretical
Concept Linear Models
Concept Proportional Hazards Models
Concept Prenatal Exposure Delayed Effects
Concept Models, Statistical
Concept Logistic Models
Concept Models, Economic
Concept Models, Biological
Concept Models, Psychological
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Academic Article Some conceptual and statistical issues in analysis of longitudinal psychiatric data. Application to the NIMH treatment of Depression Collaborative Research Program dataset.
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Academic Article Effects of acute tryptophan depletion on negative symptoms and smoking topography in nicotine-dependent schizophrenics and nonpsychiatric controls.
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Academic Article A comparison of mixed-effects quantile stratification propensity adjustment strategies for longitudinal treatment effectiveness analyses of continuous outcomes.
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Academic Article Modeling between-subject and within-subject variances in ecological momentary assessment data using mixed-effects location scale models.
Academic Article Performance of a propensity score adjustment in longitudinal studies with covariate-dependent representation.
Academic Article Modeling nicotine dependence: an application of a longitudinal IRT model for the analysis of adolescent nicotine dependence syndrome scale.
Academic Article A mixed-effects multinomial logistic regression model.
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Academic Article Simulation of massive public health data by power polynomials.
Academic Article Estimating individual influences of behavioral intentions: an application of random-effects modeling to the theory of reasoned action.
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 Modeling mood variation and covariation among adolescent smokers: application of a bivariate location-scale mixed-effects model.
Academic Article Time-varying effects of smoking quantity and nicotine dependence on adolescent smoking regularity.
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Academic Article A three-level mixed-effects location scale model with an application to ecological momentary assessment data.
Academic Article Nicotine effects on affective response in depression-prone smokers.
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 The natural history of college smoking: trajectories of daily smoking during the freshman year.
Academic Article The impact of Medicare Part D on out-of-pocket costs for prescription drugs, medication utilization, health resource utilization, and preference-based health utility.
Academic Article Elevated positive mood: a mixed blessing for abstinence.
Academic Article A comment on analyzing addictive behaviors over time.
Academic Article Binary variable multiple-model multiple imputation to address missing data mechanism uncertainty: application to a smoking cessation trial.
Academic Article Functional declines, social support, and mental health in the elderly: does living in a state supportive of home and community-based services make a difference?
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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 Comparison of population-averaged and subject-specific approaches for analyzing repeated binary outcomes.
Academic Article Differential influence of parental smoking and friends' smoking on adolescent initiation and escalation of smoking.
Academic Article A Practical Guide to Calculating Cohen's f(2), a Measure of Local Effect Size, from PROC MIXED.
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 Why Are Children Different in Their Daily Sedentariness? An Approach Based on the Mixed-Effects Location Scale Model.
Academic Article An introduction and integration of cross-classified, multiple membership, and dynamic group random-effects models.
Academic Article CYP2A6 Longitudinal Effects in Young Smokers.
Academic Article CYP2A6 Effects on Subjective Reactions to Initial Smoking Attempt.
Academic Article Examining the Variability of Sleep Patterns during Treatment for Chronic Insomnia: Application of a Location-Scale Mixed Model.
Academic Article Early-Emerging Nicotine Dependence Has Lasting and Time-Varying Effects on Adolescent Smoking Behavior.
Academic Article A Bivariate Mixed-Effects Location-Scale Model with application to Ecological Momentary Assessment (EMA) data.
Academic Article A mixed ordinal location scale model for analysis of Ecological Momentary Assessment (EMA) data.
Academic Article Lifestyle intervention effects on the frequency and duration of daily moderate-vigorous physical activity and leisure screen time.
Academic Article MIXREGLS: A Program for Mixed-Effects Location Scale Analysis.
Academic Article Classification Tree Analysis as a Method for Uncovering Relations Between CHRNA5A3B4 and CHRNB3A6 in Predicting Smoking Progression in Adolescent Smokers.
Academic Article Multilevel modelling of somatotype components: the Portuguese sibling study on growth, fitness, lifestyle and health.
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 Associations Between Behavioral and Neural Correlates of Inhibitory Control and Amphetamine Reward Sensitivity.
Academic Article A note on marginalization of regression parameters from mixed models of binary outcomes.
Academic Article Effects of an abbreviated obesity intervention supported by mobile technology: The ENGAGED randomized clinical trial.
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 The role of nicotinic receptor genes (CHRN) in the pathways of prenatal tobacco exposure on smoking behavior among young adult light smokers.
Academic Article Correlates of Overweight in Children and Adolescents Living at Different Altitudes: The Peruvian Health and Optimist Growth Study.
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.
Academic Article Intraindividual variability in sleep schedule: effects of an internet-based cognitive-behavioral therapy for insomnia program and its relation with symptom remission.
Grant STATISTICAL MODELS FOR NESTED SERVICES UTILIZATION DATA
Grant Variance Modeling of Smoking-related EMA Data
Grant Novel Statistical Models for Intensive Longitudinal Analyses of Cancer Control Behaviors
Grant Novel Statistical Models for EMA Studies of Physical Activity
Academic Article Criterion validity and relationships between alternative hierarchical dimensional models of general and specific psychopathology.
Academic Article A Three-Level Mixed Model to Account for the Correlation at both the Between-Day and the Within-Day Level for Ecological Momentary Assessments.
Academic Article A Mixed Effect Location-Scale Model with Mixture Distributed Scale Random Effects to Analyze (Near) Identical Entries in Ecological Momentary Assessments.
Academic Article Impact of post-diagnosis weight change on survival outcomes in Black and White breast cancer patients.
Academic Article Effects of a brief motivational smoking intervention in non-treatment seeking disadvantaged Black smokers.
Academic Article The Effect of Maternal Smoking on Offspring Smoking Is Unrelated to Heritable Personality Traits or Initial Subjective Experiences.
Academic Article Estimating causal and time-varying effects of maternal smoking on youth smoking.
Academic Article Racial discrimination and the moderating effects of racial and ethnic socialization on the mental health of Asian American youth.
Academic Article Analysis of multivariate longitudinal substance use outcomes using multivariate mixed cumulative logit model.
Academic Article Centering categorical predictors in multilevel models: Best practices and interpretation.
Academic Article A shared-parameter location-scale mixed model to link the responsivity in self-initiated event reports and the event-contingent Ecological Momentary Assessments.
Academic Article Defining R-squared measures for mixed-effects location scale models.
Academic Article Fast estimation of mixed-effects location-scale regression models.
Academic Article Detecting influential subjects in intensive longitudinal data using mixed-effects location scale models.
Search Criteria
  • mixed
  • effects
  • models