Finite mixture modeling with mixture outcomes using the EM algorithm.
- Authors
- MuthΓ©n, B; Shedden, K
- Year
- 1999
- Journal
- Biometrics
- PMID
- 11318201
- DOI
- 10.1111/j.0006-341x.1999.00463.x
This paper discusses the analysis of an extended finite mixture model where the latent classes corresponding to the mixture components for one set of observed variables influence a second set of observed variables. The research is motivated by a repeated measurement study using a random coefficient model to assess the influence of latent growth trajectory class membership on the probability of a binary disease outcome. More generally, this model can be seen as a combination of latent class modeling and conventional mixture modeling. The EM algorithm is used for estimation. As an illustration, a random-coefficient growth model for the prediction of alcohol dependence from three latent classes of heavy alcohol use trajectories among young adults is analyzed.
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| Trajectories of Function and Symptom Change in Desvenlafaxine Clinical Trials: Toward Personalized Treatment for Depression. | Zilcha-Mano S et al. | β | 2021 | β |
| Trajectories of Structural Disease Progression in Knee Osteoarthritis. | Collins JE et al. | β | 2021 | β |
| Trajectories of Systolic Blood Pressure in Children: Risk Factors and Cardiometabolic Correlates. | Yuan WL et al. | β | 2021 | β |
| Trajectory clustering using mixed classification models. | Klich A et al. | β | 2021 | β |
| Variations in mindfulness associated with the COVID-19 outbreak: Differential effects on cognitive failures, intrusive thoughts and rumination. | Lopez A et al. | β | 2021 | β |
| What Influences the Victimization of High-Level Offenders? A Dual Trajectory Analysis of the Victim-Offender Overlap From the Perspective of Routine Activities With Peer Groups. | Erdmann A et al. | β | 2021 | β |
| A Bayesian Latent Class Model to Predict Kidney Obstruction in the Absence of Gold Standard. | Chang C et al. | β | 2020 | β |
| Adoptive Parenting Cognitions: Acknowledgement of Differences as a Predictor of Adolescents' Attachment to Parents. | Lo AYH et al. | β | 2020 | β |
| An overview of mixture modelling for latent evolutions in longitudinal data: Modelling approaches, fit statistics and software. | van der Nest G et al. | β | 2020 | β |
| A systematic review and narrative synthesis of data-driven studies in schizophrenia symptoms and cognitive deficits. | Habtewold TD et al. | β | 2020 | β |
| Class enumeration false positive in skew-t family of continuous growth mixture models. | Guerra-PeΓ±a K et al. | β | 2020 | β |
| Cooking Frequency and Perception of Diet among US Adults Are Associated with US Healthy and Healthy Mediterranean-Style Dietary Related Classes: A Latent Class Profile Analysis. | Farmer N et al. | β | 2020 | β |
| Covariance pattern mixture models: Eliminating random effects to improve convergence and performance. | McNeish D et al. | β | 2020 | β |
| Depressive Symptom Trajectories Among People Living with HIV in a Collaborative Care Program. | Gunzler D et al. | β | 2020 | β |
| Detecting Conditional Dependence Using Flexible Bayesian Latent Class Analysis. | Lee J et al. | β | 2020 | β |
| Distinct Cognitive Trajectories in Late Life and Associated Predictors and Outcomes: A Systematic Review. | Wu Z et al. | β | 2020 | β |
| Does Child Likeability Mediate the Link Between Academic Competence and Depressive Symptoms in Early Elementary School? | Herman KC et al. | β | 2020 | β |
| Efficacy of the computer simulation-based, interactive communication education program for nursing students. | Choi H et al. | β | 2020 | β |
| Estimating causal effects of internet interventions in the context of nonadherence. | Hesser H | β | 2020 | β |
| Identifying Distinct Subgroups of Lesbian, Gay, and Bisexual Youth for Suicide Risk: A Latent Profile Analysis. | Giano Z et al. | β | 2020 | β |
| Identifying Homogeneous Patterns of Injury in Paediatric Trauma Patients to Improve Risk-Adjusted Models of Mortality and Functional Outcomes. | Dipnall JF et al. | β | 2020 | β |
| Identifying typical trajectories in longitudinal data: modelling strategies and interpretations. | Herle M et al. | β | 2020 | β |
| Isolating cost drivers in interstitial lung disease treatment using nonparametric Bayesian methods. | Kurz CF et al. | β | 2020 | β |
| Methods to Account for Uncertainty in Latent Class Assignments When Using Latent Classes as Predictors in Regression Models, with Application to Acculturation Strategy Measures. | Elliott MR et al. | β | 2020 | β |
| Modeling Early Gambling Behavior Using Indicators from Online Lottery Gambling Tracking Data: Longitudinal Analysis. | Challet-Bouju G et al. | β | 2020 | β |
| Modelling changes in anxiety and depression during low-intensity cognitive behavioural therapy: An application of growth mixture models. | McDevitt-Petrovic O et al. | β | 2020 | β |
| Psychological Symptoms and Stress Are Associated With Decrements in Attentional Function in Cancer Patients Undergoing Chemotherapy. | Atallah M et al. | β | 2020 | β |
| Racial discrimination trajectories predicting psychological well-being: From emerging adulthood to adulthood. | Lee DB et al. | β | 2020 | β |
| Role of persistent and worsening sleep disturbance in depression remission and suicidal ideation among older primary care patients: the PROSPECT study. | Gallo JJ et al. | β | 2020 | β |
| Satisfaction With Life Over Time in People With Burn Injury: A National Institute on Disability, Independent Living, and Rehabilitation Research Burn Model System Study. | Amtmann D et al. | β | 2020 | β |
| Score-Guided Structural Equation Model Trees. | Arnold M et al. | β | 2020 | β |
| Symptom Clusters in Breast Cancer Survivors: A Latent Class Profile Analysis. | Lee L et al. | β | 2020 | β |
| Trajectories of Online Racial Discrimination and Psychological Functioning Among African American and Latino Adolescents. | Tynes BM et al. | β | 2020 | β |
| Trajectory Modelling Techniques Useful to Epidemiological Research: A Comparative Narrative Review of Approaches. | Nguena Nguefack HL et al. | β | 2020 | β |
| Variable selection in multivariate multiple regression. | Variyath AM et al. | β | 2020 | β |
| Variance constraints strongly influenced model performance in growth mixture modeling: a simulation and empirical study. | Sijbrandij JJ et al. | β | 2020 | β |
| A comparison between the clinical significance and growth mixture modelling early change methods at predicting negative outcomes. | Flood N et al. | β | 2019 | β |
| A Latent Class Approach to Modeling Trajectories of Health Care Cost in Pediatric Cystic Fibrosis. | Levy JF et al. | β | 2019 | β |
| Categorising trajectories and individual item changes of the North Star Ambulatory Assessment in patients with Duchenne muscular dystrophy. | Muntoni F et al. | β | 2019 | β |
| Comparison Between Bipolar Lymphatic Vessels Cautery and Suture Ligature in Prevention of Postrenal Transplant Lymphocele Formation: A Randomized Controlled Trial. | Simforoosh N et al. | β | 2019 | β |
| Different trajectories of depressive symptoms during pregnancy. | Boekhorst MGBM et al. | β | 2019 | β |
| Effects of familial and non-familial warmth during childhood and adolescence on sexual-orientation disparities in alcohol use trajectories and disorder during emerging adulthood. | Coulter RWS et al. | β | 2019 | β |
| Effects of measurement timing on subgroup identification using growth mixture modeling: An empirical application to alcohol use. | Fairlie AM et al. | β | 2019 | β |
| Exploring Symptom Clusters in People With Heart Failure. | Park J et al. | β | 2019 | β |
| Feeling Identified vs. Behaving as Such: A Multi-Study Project on Chinese Organizational Identification and Chinese Employees' Identification Profiles. | Yang J et al. | β | 2019 | β |
| Functional health status of adults with serious mental illness and diabetes mellitus: A latent profile analysis. | McKibbin CL et al. | β | 2019 | β |
| Healthy ageing trajectories and lifestyle behaviour: the Mexican Health and Aging Study. | Daskalopoulou C et al. | β | 2019 | β |
| Heterogeneity in childhood body mass trajectories in relation to prenatal phthalate exposure. | Heggeseth BC et al. | β | 2019 | β |
| Identification of developmental trajectory classes: Comparing three latent class methods using simulated and real data. | Sijbrandij JJ et al. | β | 2019 | β |
| Identification of Distinct Latent Classes Related to Sleep, PTSD, Depression, and Anxiety in Individuals Diagnosed With Severe Alcohol Use Disorder. | Wallen GR et al. | β | 2019 | β |
| Identification of subgroups of chemotherapy patients with distinct sleep disturbance profiles and associated co-occurring symptoms. | Tejada M et al. | β | 2019 | β |
| Implementing continuous non-normal skewed distributions in latent growth mixture modeling: An assessment of specification errors and class enumeration. | Depaoli S et al. | β | 2019 | β |
| Is there a positive side to sensation seeking? Trajectories of sensation seeking and impulsivity may have unique outcomes in young adulthood. | Yoneda T et al. | β | 2019 | β |
| Latent trajectories of adaptive behaviour in infants at high and low familial risk for autism spectrum disorder. | Bussu G et al. | β | 2019 | β |
| Obsessive-compulsive personality disorder symptoms as a risk factor for postpartum depressive symptoms. | van Broekhoven KEM et al. | β | 2019 | β |
| Parental Conformity Expectations' Effect on Twins' and Singletons' Parent-Adolescent Relationships: Associations With Change in Adjustment From Middle Childhood to Adolescence. | Anderson KN et al. | β | 2019 | β |
| Profile clustering in clinical trials with longitudinal and functional data methods. | Gong H et al. | β | 2019 | β |
| Project STARLIT: protocol of a longitudinal study of habitual sleep trajectories, weight gain, and obesity risk behaviors in college students. | Kozak AT et al. | β | 2019 | β |
| Regression Trees for Longitudinal Data with Baseline Covariates. | Kundu MG et al. | β | 2019 | β |
| Shape invariant mixture model for clustering non-linear longitudinal growth trajectories. | Lu Z et al. | β | 2019 | β |
| Smokers' perceptions of risks and harm from snus relative to cigarettes: A latent profile analysis study. | Wackowski OA et al. | β | 2019 | β |
| Using Registry Data to Understand Disease Evolution in Inflammatory Myositis and Other Rheumatic Diseases. | Lim LSH et al. | β | 2019 | β |
| Using the iterative latent-class analysis approach to improve attribute accuracy in diagnostic classification models. | Jiang Z | β | 2019 | β |
| Adolescent peer networks and the moderating role of depressive symptoms on developmental trajectories of cannabis use. | Pollard MS et al. | β | 2018 | β |
| An examination of the heterogeneity in the pattern and association between rates of change in grip strength and global cognition in late life. A multivariate growth mixture modelling approach. | Robitaille A et al. | β | 2018 | β |
| AR(1) latent class models for longitudinal count data. | Henderson NC et al. | β | 2018 | β |
| Bayesian joint analysis of heterogeneous- and skewed-longitudinal data and a binary outcome, with application to AIDS clinical studies. | Lu X et al. | β | 2018 | β |
| Changes in pain intensity after discontinuation of long-term opioid therapy for chronic noncancer pain. | McPherson S et al. | β | 2018 | β |
| Cluster analysis for repeated data with dropout: Sensitivity analysis using a distal event. | Bruckers L et al. | β | 2018 | β |
| Congruence Between Latent Class and K-Modes Analyses in the Identification of Oncology Patients With Distinct Symptom Experiences. | Papachristou N et al. | β | 2018 | β |
| Construction of longitudinal prediction targets using semisupervised learning. | Jo B et al. | β | 2018 | β |
| Distinct attentional function profiles in older adults receiving cancer chemotherapy. | Utne I et al. | β | 2018 | β |
| Early-life environmental exposures and childhood growth: A comparison of statistical methods. | Heggeseth BC et al. | β | 2018 | β |
| Epidemiology of Suicide Attempts among Youth Transitioning to Adulthood. | Thompson MP et al. | β | 2018 | β |
| From Childhood to Adulthood: Disease Activity Trajectories in Childhood-Onset Systemic Lupus Erythematosus. | Lim LSH et al. | β | 2018 | β |
| Identification of Children's BMI Trajectories and Prediction from Weight Gain in Infancy. | Bichteler A et al. | β | 2018 | β |
| Joint model-based clustering of nonlinear longitudinal trajectories and associated time-to-event data analysis, linked by latent class membership: with application to AIDS clinical studies. | Huang Y et al. | β | 2018 | β |
| Joint modeling of survival time and longitudinal outcomes with flexible random effects. | Choi J et al. | β | 2018 | β |
| Latent Growth Curve and Repeated Measures ANOVA Contrasts: What the Models are Telling You. | Rovine MJ et al. | β | 2018 | β |
| Longitudinal Model Building Using Latent Transition Analysis: An Example Using School Bullying Data. | Ryoo JH et al. | β | 2018 | β |
| Longitudinal modeling in developmental neuroimaging research: Common challenges, and solutions from developmental psychology. | King KM et al. | β | 2018 | β |
| Maternal Prenatal Stress and Other Developmental Risk Factors for Adolescent Depression: Spotlight on Sex Differences. | Maxwell SD et al. | β | 2018 | β |
| Maternal ratings of ODD symptoms: Subtypes versus severity in a general community sample of children. | Gomez R et al. | β | 2018 | β |
| Outcome Trajectories and Prognostic Factors for Suicide and Self-Harm Behaviors in Patients With Borderline Personality Disorder Following One Year of Outpatient Psychotherapy. | McMain SF et al. | β | 2018 | β |
| Patterns of accelerometer-based sedentary behavior and their association with cardiorespiratory fitness in adults. | Ullrich A et al. | β | 2018 | β |
| Personality and learning predictors of adolescent alcohol consumption trajectories. | Peterson SJ et al. | β | 2018 | β |
| Polygenic Score Γ Intervention Moderation: an Application of Discrete-Time Survival Analysis to Model the Timing of First Marijuana Use Among Urban Youth. | Musci RJ et al. | β | 2018 | β |
| Predictors and outcomes of somatization in bipolar I disorder: A latent class mixture modeling approach. | Edgcomb JB et al. | β | 2018 | β |
| Quality of life of patients with gastrointestinal cancers undergoing chemotherapy. | Tantoy IY et al. | β | 2018 | β |
| Recursive Partitioning with Nonlinear Models of Change. | Stegmann G et al. | β | 2018 | β |
| Response rate profiles for major depressive disorder: Characterizing early response and longitudinal nonresponse. | Kelley ME et al. | β | 2018 | β |
| Sexual-orientation differences in alcohol use trajectories and disorders in emerging adulthood: results from a longitudinal cohort study in the United States. | Coulter RWS et al. | β | 2018 | β |
| The 2-year course of Medically Unexplained Physical Symptoms (MUPS) in terms of symptom severity and functional status: results of the PROSPECTS cohort study. | Claassen-van Dessel N et al. | β | 2018 | β |
| The Development of Spatial Skills in Elementary School Students. | Carr M et al. | β | 2018 | β |
| Trajectories of alcohol consumption in U.S. military veterans: Results from the National Health and Resilience in Veterans Study. | Fuehrlein BS et al. | β | 2018 | β |
| Trajectories of Racial Discrimination that Predict Problematic Alcohol Use among African American Emerging Adults. | Lee DB et al. | β | 2018 | β |
| Trajectory of Functional Independent Measurements during First Five Years after Moderate and Severe Traumatic Brain Injury. | Lu J et al. | β | 2018 | β |
| Typology of patients with behavioral addictions or eating disorders during a one-year period of care: Exploring similarities of trajectory using growth mixture modeling coupled with latent class analysis. | Montourcy M et al. | β | 2018 | β |
| Unequal intra-group variance in trajectory classification. | Klich A et al. | β | 2018 | β |
| Accounting for reporting fatigue is required to accurately estimate incidence in voluntary reporting health schemes. | Gittins M et al. | β | 2017 | β |
| A Comparison of Methods for Uncovering Sample Heterogeneity: Structural Equation Model Trees and Finite Mixture Models. | Jacobucci R et al. | β | 2017 | β |
| A Cross-Cultural Comparison of Symptom Reporting and Symptom Clusters in Heart Failure. | Park J et al. | β | 2017 | β |
| An alternative classification to mixture modeling for longitudinal counts or binary measures. | Subtil F et al. | β | 2017 | β |
| An Empirical Assessment of the Sensitivity of Mixture Models to Changes in Measurement. | Cole VT et al. | β | 2017 | β |
| An evaluation of the use of covariates to assist in class enumeration in linear growth mixture modeling. | Hu J et al. | β | 2017 | β |
| An examination of alcohol risk profiles and co-occurring mental health symptoms among OEF/OIF veterans. | Cadigan JM et al. | β | 2017 | β |
| Antihypertensive Adherence Trajectories Among Older Adults in the First Year After Initiation of Therapy. | Hargrove JL et al. | β | 2017 | β |
| Association of Personality Profiles with Depressive, Anxiety, and Cancer-related Symptoms in Patients Undergoing Chemotherapy. | Morgan S et al. | β | 2017 | β |
| Clustering high-dimensional mixed data to uncover sub-phenotypes: joint analysis of phenotypic and genotypic data. | McParland D et al. | β | 2017 | β |
| Comparison of Criteria for Choosing the Number of Classes in Bayesian Finite Mixture Models. | Nasserinejad K et al. | β | 2017 | β |
| Developmental Delays in Executive Function from 3 to 5 Years of Age Predict Kindergarten Academic Readiness. | Willoughby MT et al. | β | 2017 | β |
| Distinct Physical Function Profiles in Older Adults Receiving Cancer Chemotherapy. | Miaskowski C et al. | β | 2017 | β |
| Early Life Exposures and Adult Cancer Risk. | Clarke MA et al. | β | 2017 | β |
| Early Symptom Trajectories as Predictors of Treatment Outcome for Citalopram Versus Placebo. | Zilcha-Mano S et al. | β | 2017 | β |
| Evaluation of coping as a mediator of the relationship between stressful life events and cancer-related distress. | Langford DJ et al. | β | 2017 | β |
| Examining Cohort Effects in Developmental Trajectories of Substance Use. | Burns AR et al. | β | 2017 | β |
| Fitting latent variable mixture models. | Lubke GH et al. | β | 2017 | β |
| Hierarchical mixture models for longitudinal immunologic data with heterogeneity, non-normality, and missingness. | Huang Y et al. | β | 2017 | β |
| Identification of Successful Cognitive Aging in the Alzheimer's Disease Neuroimaging Initiative Study. | Lin FV et al. | β | 2017 | β |
| Identification of treatment responders based on multiple longitudinal outcomes with applications to multiple sclerosis patients. | Kondo Y et al. | β | 2017 | β |
| Identifying subgroups of renal function trajectories. | Boucquemont J et al. | β | 2017 | β |
| Investigating Approaches to Estimating Covariate Effects in Growth Mixture Modeling: A Simulation Study. | Li M et al. | β | 2017 | β |
| IV. DEVELOPMENTS IN THE ANALYSIS OF LONGITUDINAL DATA. | Grimm KJ et al. | β | 2017 | β |
| Lack of Preventive Health Behaviors in the Early Forties: The Role of Earlier Trajectories of Cigarette Smoking From Adolescence to Adulthood. | Zhang C et al. | β | 2017 | β |
| LATENT CLASS MODELING USING MATRIX COVARIATES WITH APPLICATION TO IDENTIFYING EARLY PLACEBO RESPONDERS BASED ON EEG SIGNALS. | Jiang B et al. | β | 2017 | β |
| Latent Growth Curve Models for Biomarkers of the Stress Response. | Felt JM et al. | β | 2017 | β |
| Latent growth models matched to research questions to answer questions about dynamics of change in multiple processes. | Muniz-Terrera G et al. | β | 2017 | β |
| Latent trajectories of adolescent antisocial behavior: Serotonin transporter linked polymorphic region (5-HTTLPR) genotype influences sensitivity to perceived parental support. | Tung I et al. | β | 2017 | β |
| Links Between Contexts and Middle to Late Childhood Social-Emotional Development. | Duong J et al. | β | 2017 | β |
| Methods for analyzing observational longitudinal prognosis studies for rheumatic diseases: a review & worked example using a clinic-based cohort of juvenile dermatomyositis patients. | Lim LS et al. | β | 2017 | β |
| Modern Methods for Modeling Change in Obesity Research in Nursing. | Sereika SM et al. | β | 2017 | β |
| Multiple Deprivation, Severity and Latent Sub-Groups: Advantages of Factor Mixture Modelling for Analysing Material Deprivation. | Najera Catalan HE | β | 2017 | β |
| Outcome Trajectories among Homeless Individuals with Mental Disorders in a Multisite Randomised Controlled Trial of Housing First. | Adair CE et al. | β | 2017 | β |
| Patient factors and quality of life outcomes differ among four subgroups of oncology patients based on symptom occurrence. | Astrup GL et al. | β | 2017 | β |
| Performance of growth mixture models in the presence of time-varying covariates. | Diallo TMO et al. | β | 2017 | β |
| Predicting treatment outcomes of pain patients attending tertiary multidisciplinary pain treatment centers: A pain trajectory approach. | PagΓ© MG et al. | β | 2017 | β |
| Preschool Needle Pain Responding: Establishing 'Normal'. | Waxman JA et al. | β | 2017 | β |
| Psychometric Evaluation of the D-Catch, an Instrument to Measure the Accuracy of Nursing Documentation. | D'Agostino F et al. | β | 2017 | β |
| Resilience profile of patients with chronic pain. | Souza I et al. | β | 2017 | β |
| Targeted use of growth mixture modeling: a learning perspective. | Jo B et al. | β | 2017 | β |
| Ten-year hemoglobin A1c trajectories and outcomes in type 2 diabetes mellitus: The Diabetes & Aging Study. | Laiteerapong N et al. | β | 2017 | β |
| The Role of Perceived Stress and Self-Efficacy in Young People's Life Satisfaction: A Longitudinal Study. | Burger K et al. | β | 2017 | β |
| The symptom phenotype of oncology outpatients remains relatively stable from prior to through 1Β week following chemotherapy. | Miaskowski C et al. | β | 2017 | β |
| Trajectories of Functional Change After Inpatient Rehabilitation for Traumatic Brain Injury. | Howrey BT et al. | β | 2017 | β |
| Trajectories of relapse in randomised, placebo-controlled trials of treatment discontinuation in major depressive disorder: an individual patient-level data meta-analysis. | Gueorguieva R et al. | β | 2017 | β |
| VI. PERSON-SPECIFIC INDIVIDUAL DIFFERENCE APPROACHES IN DEVELOPMENTAL RESEARCH. | Rovine MJ et al. | β | 2017 | β |
| Weibull mixture regression for marginal inference in zero-heavy continuous outcomes. | Gebregziabher M et al. | β | 2017 | β |
| Who benefits from computer-based brief alcohol intervention? Day-to-day drinking patterns as a moderator of intervention efficacy. | Baumann S et al. | β | 2017 | β |
| Youth motivation as a predictor of treatment outcomes in a community mental health system. | Merrill BM et al. | β | 2017 | β |
| A clustering algorithm for multivariate longitudinal data. | Bruckers L et al. | β | 2016 | β |
| Acute pain trajectories and the persistence of post-surgical pain: a longitudinal study after total hip arthroplasty. | PagΓ© MG et al. | β | 2016 | β |
| A Finite Mixture of Nonlinear Random Coefficient Models for Continuous Repeated Measures Data. | Kohli N et al. | β | 2016 | β |
| A graphical method to assess distribution assumption in group-based trajectory models. | Elsensohn MH et al. | β | 2016 | β |
| Alcohol Use Predicts 10-Year Depressive Symptom Trajectories in the Health and Retirement Study. | Brennan PL et al. | β | 2016 | β |
| A mixture of hierarchical joint models for longitudinal data with heterogeneity, non-normality, missingness, and covariate measurement error. | Huang Y et al. | β | 2016 | β |
| A MULTIVARIATE FINITE MIXTURE LATENT TRAJECTORY MODEL WITH APPLICATION TO DEMENTIA STUDIES. | Lai D et al. | β | 2016 | β |
| A Note on the Use of Mixture Models for Individual Prediction. | Cole VT et al. | β | 2016 | β |
| Beyond Lumping and Splitting: A Review of Computational Approaches for Stratifying Psychiatric Disorders. | Marquand AF et al. | β | 2016 | β |
| Categorizing natural history trajectories of ambulatory function measured by the 6-minute walk distance in patients with Duchenne muscular dystrophy. | Mercuri E et al. | β | 2016 | β |
| Clinical Course among Cases of Acute Liver Failure of Indeterminate Diagnosis. | Li R et al. | β | 2016 | β |
| Comparison of subgroups of breast cancer patients on pain and co-occurring symptoms following chemotherapy. | Langford DJ et al. | β | 2016 | β |
| Distinct symptom experiences in subgroups of patients with COPD. | Christensen VL et al. | β | 2016 | β |
| Early diagnosis of gestational trophoblastic neoplasia based on trajectory classification with compartment modeling. | Burny C et al. | β | 2016 | β |
| Early Trajectories of Alcohol and Other Substance Use Among Youth From Rural Communities Within the Cherokee Nation. | Lynne-Landsman SD et al. | β | 2016 | β |
| Extracting Spurious Latent Classes in Growth Mixture Modeling With Nonnormal Errors. | Guerra-PeΓ±a K et al. | β | 2016 | β |
| Factors that can predict pain with walking, 12 months after total knee arthroplasty. | Lindberg MF et al. | β | 2016 | β |
| GROUP-BASED SYMPTOM TRAJECTORIES IN INDICATED PREVENTION OF ADOLESCENT DEPRESSION. | BriΓ¨re FN et al. | β | 2016 | β |
| Heterogeneous depression trajectories in multiple sclerosis patients. | Gunzler DD et al. | β | 2016 | β |
| Identifying trajectory clusters in breast cancer survivors' supportive care needs, psychosocial difficulties, and resources from the completion of primary treatment to 8 months later. | BrΓ©dart A et al. | β | 2016 | β |
| Inference Based on the Best-Fitting Model can Contribute to the Replication Crisis: Assessing Model Selection Uncertainty Using a Bootstrap Approach. | Lubke GH et al. | β | 2016 | β |
| kmlShape: An Efficient Method to Cluster Longitudinal Data (Time-Series) According to Their Shapes. | Genolini C et al. | β | 2016 | β |
| Language Delays and Child Depressive Symptoms: the Role of Early Stimulation in the Home. | Herman KC et al. | β | 2016 | β |
| Latent Class Analysis for Developmental Research. | Lanza ST | β | 2016 | β |
| Longitudinal Assessment Design and Statistical Power for Detecting an Intervention Impact. | Petras H | β | 2016 | β |
| Maternal Ratings of the ADHD Symptoms: Subtypes Versus Severity in Clinic-Referred Children and Adolescents. | Gomez R et al. | β | 2016 | β |
| One-Year Outcomes in Caregivers of Critically Ill Patients. | Cameron JI et al. | β | 2016 | β |
| Outcomes associated with adolescent marijuana and alcohol use among urban young adults: A prospective study. | Green KM et al. | β | 2016 | β |
| Regime Switching Modeling of Substance Use: Time-Varying and Second-Order Markov Models and Individual Probability Plots. | Neale MC et al. | β | 2016 | β |
| Subgroups of chemotherapy patients with distinct morning and evening fatigue trajectories. | Kober KM et al. | β | 2016 | β |
| Testing for Individual Differences in the Identification of Chemosignals for Fear and Happy: Phenotypic Super-Detectors, Detectors and Non-Detectors. | Haviland-Jones JM et al. | β | 2016 | β |
| Testing of a Model with Latino Patients That Explains the Links Among Patient-Perceived Provider Cultural Sensitivity, Language Preference, and Patient Treatment Adherence. | Nielsen JD et al. | β | 2016 | β |
| The effects of the interplay of genetics and early environmental risk on the course of internalizing symptoms from late childhood through adolescence. | Musci RJ et al. | β | 2016 | β |
| Visualization of Categorical Longitudinal and Times Series Data. | Tueller SJ et al. | β | 2016 | β |
| A Bayesian mixture of semiparametric mixed-effects joint models for skewed-longitudinal and time-to-event data. | Chen J et al. | β | 2015 | β |
| A brief adherence intervention that improved glycemic control: mediation by patterns of adherence. | de Vries McClintock HF et al. | β | 2015 | β |
| Adolescent Trajectories of Depressive Symptoms: Codevelopment of Behavioral and Academic Problems. | BriΓ¨re FN et al. | β | 2015 | β |
| An alternative framework to investigating and understanding intraindividual processes in substance abuse recovery: an idiographic approach and demonstration. | Zheng Y et al. | β | 2015 | β |
| An empirical typology of social networks and its association with physical and mental health: a study with older Korean immigrants. | Park NS et al. | β | 2015 | β |
| A prospective, longitudinal, observational cohort study examining how glaucoma affects quality of life and visually-related function over 4 years: design and methodology. | Waisbourd M et al. | β | 2015 | β |
| A Review of Graphical Approaches to Common Statistical Analyses: The Omnipresence of Latent Variables in Statistics. | Coman EN et al. | β | 2015 | β |
| Associations between cytokine genes and a symptom cluster of pain, fatigue, sleep disturbance, and depression in patients prior to breast cancer surgery. | Doong SH et al. | β | 2015 | β |
| Comorbid substance use disorders in schizophrenia: a latent class approach. | Kerner B | β | 2015 | β |
| Complex coevolution of depression and health-related quality of life in old age. | Hajek A et al. | β | 2015 | β |
| Concurrent treatment for adolescent and parent depressed mood and suicidality: feasibility, acceptability, and preliminary findings. | Spirito A et al. | β | 2015 | β |
| Course of alcohol symptoms and social anxiety disorder from adolescence to young adulthood. | Black JJ et al. | β | 2015 | β |
| Development of a brief substance use sensation seeking scale: validation and prediction of injection-related behaviors. | Werb D et al. | β | 2015 | β |
| Distinguishing problematic from nonproblematic postsurgical pain: a pain trajectory analysis after total knee arthroplasty. | PagΓ© MG et al. | β | 2015 | β |
| Do Different Methods for Modeling Age-Graded Trajectories Yield Consistent and Valid Results? | Warren JR et al. | β | 2015 | β |
| Does nature have joints worth carving? A discussion of taxometrics, model-based clustering and latent variable mixture modeling. | Lubke GH et al. | β | 2015 | β |
| Eliminating Bias in Classify-Analyze Approaches for Latent Class Analysis. | Bray BC et al. | β | 2015 | β |
| Evaluating differential effects using regression interactions and regression mixture models. | Van Horn ML et al. | β | 2015 | β |
| Gender-specific profiles of adverse childhood experiences, past year mental and substance use disorders, and their associations among a national sample of adults in the United States. | Cavanaugh CE et al. | β | 2015 | β |
| Growth mixture modeling: the new statistical kid on the block? | Γrn S et al. | β | 2015 | β |
| Growth mixture modeling with non-normal distributions. | MuthΓ©n B et al. | β | 2015 | β |
| Growth, Persistence, and Desistance of Alcohol Use for At-Risk Men in Their 30s. | Capaldi DM et al. | β | 2015 | β |
| Heterogeneity in Trajectories of Child Maltreatment Severity: A Two-Part Growth Mixture Model. | Yampolskaya S et al. | β | 2015 | β |
| How do recovery definitions distinguish recovering individuals? Five typologies. | Witbrodt J et al. | β | 2015 | β |
| Joint modeling of cross-sectional health outcomes and longitudinal predictors via mixtures of means and variances. | Jiang B et al. | β | 2015 | β |
| Latent Class Analysis Reveals Distinct Subgroups of Patients Based on Symptom Occurrence and Demographic and Clinical Characteristics. | Miaskowski C et al. | β | 2015 | β |
| Modeling intensive longitudinal data with mixtures of nonparametric trajectories and time-varying effects. | Dziak JJ et al. | β | 2015 | β |
| Modeling Short- and Long-Term Characteristics of Follicle Stimulating Hormone as Predictors of Severe Hot Flashes in Penn Ovarian Aging Study. | Jiang B et al. | β | 2015 | β |
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| Modeling Criminal Careers as Departures from a Unimodal Population Age-Crime Curve: The Case of Marijuana Use. | Telesca D et al. | β | 2012 | β |
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| Public priorities for joint pain research: results from a general population survey. | Strauss VY et al. | β | 2012 | β |
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| A Bayesian growth mixture model to examine maternal hypertension and birth outcomes. | Neelon B et al. | β | 2011 | β |
| A bayesian two-part latent class model for longitudinal medical expenditure data: assessing the impact of mental health and substance abuse parity. | Neelon B et al. | β | 2011 | β |
| Adolescent Academic Adjustment Factors and the Trajectories of Cigarette Smoking from Adolescence to the Mid-thirties. | Brook JS et al. | β | 2011 | β |
| Alcohol use trajectories and the ubiquitous cat's cradle: cause for concern? | Sher KJ et al. | β | 2011 | β |
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| Beliefs about cancer and diet among those considering genetic testing for colon cancer. | Palmquist AE et al. | β | 2011 | β |
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| Differential susceptibility to adolescent externalizing trajectories: examining the interplay between CHRM2 and peer group antisocial behavior. | Latendresse SJ et al. | β | 2011 | β |
| Do Parents Know Best? Examining the Relationship Between Parenting Profiles, Prevention Efforts, and Peak Drinking in College Students. | Mallett KA et al. | β | 2011 | β |
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| Family Correlates of Adjustment Profiles in Mexican-Origin Female Adolescents. | BΓ‘maca-Colbert MY et al. | β | 2011 | β |
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| Identifying patterns of early risk for mental health and academic problems in adolescence: a longitudinal study of urban youth. | Valdez CR et al. | β | 2011 | β |
| Individual differences in boys' and girls' timing and tempo of puberty: modeling development with nonlinear growth models. | Marceau K et al. | β | 2011 | β |
| Influence of acute blood pressure on short- and mid-term outcome of ischemic and hemorrhagic stroke. | Pezzini A et al. | β | 2011 | β |
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| Trajectory classes of decline in health-related quality of life in Parkinson's disease: a pilot study. | Klotsche J et al. | β | 2011 | β |
| Trajectory classes of depression in a randomized depression trial of heart failure patients: a reanalysis of the SADHART-CHF trial. | Kuchibhatla MN et al. | β | 2011 | β |
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| Friendship networks and trajectories of adolescent tobacco use. | Pollard MS et al. | β | 2010 | β |
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| Latent class analysis is useful to classify pregnant women into dietary patterns. | Sotres-Alvarez D et al. | β | 2010 | β |
| Latent Class Detection and Class Assignment: A Comparison of the MAXEIG Taxometric Procedure and Factor Mixture Modeling Approaches. | Lubke G et al. | β | 2010 | β |
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| Matching method with theory in person-oriented developmental psychopathology research. | Sterba SK et al. | β | 2010 | β |
| Matching motivation enhancement treatment to client motivation: re-examining the Project MATCH motivation matching hypothesis. | Witkiewitz K et al. | β | 2010 | β |
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| MULTIVARIATE KERNEL PARTITION PROCESS MIXTURES. | Dunson DB | β | 2010 | β |
| Nonlinear Structured Growth Mixture Models in M<i>plus</i> and OpenMx. | Grimm KJ et al. | β | 2010 | β |
| One size fits all? Why we need more sophisticated analytical methods in the explanation of trajectories of cognition in older age and their potential risk factors. | Terrera GM et al. | β | 2010 | β |
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| Parent psychopathology and youth internalizing symptoms in an urban community: a latent growth model analysis. | Burstein M et al. | β | 2010 | β |
| Pathways and Predictors of Antisocial Behaviors in African American Adolescents from Poor Neighborhoods. | Park NS et al. | β | 2010 | β |
| Patterns of functional impairment and their change among youth served in systems of care: an application of latent transition analysis. | Stephens RL et al. | β | 2010 | β |
| Predicting negative life outcomes from early aggressive-disruptive behavior trajectories: gender differences in maladaptation across life domains. | Bradshaw CP et al. | β | 2010 | β |
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| Testing a developmental cascade model of adolescent substance use trajectories and young adult adjustment. | Lynne-Landsman SD et al. | β | 2010 | β |
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| Trajectories of cigarette smoking from adolescence to young adulthood as predictors of obesity in the mid-30s. | Brook DW et al. | β | 2010 | β |
| Trajectories of life satisfaction across the transition to post-compulsory education: do adolescents follow different pathways? | Salmela-Aro K et al. | β | 2010 | β |
| Trajectories of resilience over 25 years of individuals who as adolescents consulted for substance misuse and a matched comparison group. | Larm P et al. | β | 2010 | β |
| Trajectory classes of heavy episodic drinking among Asian American college students. | Iwamoto DK et al. | β | 2010 | β |
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| Twelve Frequently Asked Questions About Growth Curve Modeling. | Curran PJ et al. | β | 2010 | β |
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| Assessing differential effects: applying regression mixture models to identify variations in the influence of family resources on academic achievement. | Van Horn ML et al. | β | 2009 | β |
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| Daily ratings measures of alcohol craving during an inpatient stay define subtypes of alcohol addiction that predict subsequent risk for resumption of drinking. | Oslin DW et al. | β | 2009 | β |
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