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One or more keywords matched the following properties of Hedeker, Donald
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 Models, Statistical
Concept Logistic Models
Concept Models, Economic
Concept Models, Biological
Concept Models, Psychological
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Academic Article A comment on the selection of 'healthy controls' for psychiatric experiments.
Academic Article Advances in analysis of longitudinal data.
Academic Article Investigating drug plasma levels and clinical response using random regression models.
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 Application of random-effects probit regression models.
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 Role of previous claims and specialty on the effectiveness of risk-management education for office-based physicians.
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 A worksite smoking intervention: a 2 year assessment of groups, incentives and self-help.
Academic Article A random-effects mixture model for classifying treatment response in longitudinal clinical trials.
Academic Article A comparison of mixed-effects quantile stratification propensity adjustment strategies for longitudinal treatment effectiveness analyses of continuous outcomes.
Academic Article Behavioral economics and drug choice: effects of unit price on cocaine self-administration by monkeys.
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 Challenges in using medicaid claims to ascertain child maltreatment.
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 Steady-state plasma level prediction for haloperidol from a single test dose.
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.
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 Simulation of massive public health data by power polynomials.
Academic Article Patterns of use of smokeless tobacco and the unidimensional model of drug involvement.
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.
Academic Article A mixed-effects regression model for three-level ordinal response data.
Academic Article Application of random-effects regression models in relapse research.
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 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 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?
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 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 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 Examining the Variability of Sleep Patterns during Treatment for Chronic Insomnia: Application of a Location-Scale Mixed Model.
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 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 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 Modelling the dynamics of children's gross motor coordination.
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.
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 An empirical example of analysis using a two-stage modeling approach: within-subject association of outdoor context and physical activity predicts future daily physical activity levels.
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 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 Modeling the Dynamics of Children's Musculoskeletal Fitness.
Academic Article Joint modeling the frequency and duration of accelerometer-measured physical activity from a lifestyle intervention trial.
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 Pleasure and Satisfaction as Predictors of Future Cigarette and E-Cigarette Use: A Novel Two-Stage Modeling Approach.
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