State Space Mixture Modeling: Finding People with Similar Patterns of Change

Behavioural science is unlikely to change the world without a heterogeneity revolution

(2021) Christopher J. Bryan et al.   Nature Human Behaviour

Time to get personal? The impact of researchers choices on the selection of treatment targets using the experience sampling methodology

(2020) Jojanneke A. Bastiaansen et al.   JOURNAL OF PSYCHOSOMATIC RESEARCH

Dynamic Mixture Modeling with dynr

(2020) Siwei Liu et al.   MULTIVARIATE BEHAVIORAL RESEARCH

At the Frontiers of Modeling Intensive Longitudinal Data: Dynamic Structural Equation Models for the Affective Measurements from the COGITO Study

(2018) E. L. Hamaker et al.   MULTIVARIATE BEHAVIORAL RESEARCH

Capturing Context-Related Change in Emotional Dynamics via Fixed Moderated Time Series Analysis

(2017) Janne K. Adolf et al.   MULTIVARIATE BEHAVIORAL RESEARCH

Equivalent Dynamic Models

(2017) Peter C. M. Molenaar   MULTIVARIATE BEHAVIORAL RESEARCH

State Space Modeling in an Open Source, Modular, Structural Equation Modeling Environment

(2017) Michael D. Hunter   STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL

Dynamic Structural Equation Models

(2017) Tihomir Asparouhov et al.   STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL

Number of Subjects and Time Points Needed for Multilevel Time-Series Analysis: A Simulation Study of Dynamic Structural Equation Modeling

(2017) Mårten Schultzberg et al.   STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL

OpenMx 2.0: Extended Structural Equation and Statistical Modeling

(2015) Michael C. Neale et al.   PSYCHOMETRIKA

Regime Switching Modeling of Substance Use: Time-Varying and Second-Order Markov Models and Individual Probability Plots

(2015) Michael C. Neale et al.   STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL

A Computationally Efficient State Space Approach to Estimating Multilevel Regression Models and Multilevel Confirmatory Factor Models

(2014) Fei Gu et al.   MULTIVARIATE BEHAVIORAL RESEARCH

Analyzing Multiple Multivariate Time Series Data Using Multilevel Dynamic Factor Models

(2014) Hairong Song et al.   MULTIVARIATE BEHAVIORAL RESEARCH

Abstract: Dynamic Mixture Modeling of a Single Simulated Case

(2014) Michael D. Hunter   MULTIVARIATE BEHAVIORAL RESEARCH

Individual Pooling for Group-Based Modeling Under the Assumption of Ergodicity

(2014) Joseph E. Gonzales et al.   MULTIVARIATE BEHAVIORAL RESEARCH

Growth Mixture Models Outperform Simpler Clustering Algorithms When Detecting Longitudinal Heterogeneity, Even With Small Sample Sizes

(2014) Daniel P. Martin et al.   STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL

Mixture estimation with state-space components and Markov model of switching

(2013) Ivan Nagy et al.   APPLIED MATHEMATICAL MODELLING

Understanding Linkages Among Mixture Models

(2013) Sonya K. Sterba   MULTIVARIATE BEHAVIORAL RESEARCH

Nonlinear Regime-Switching State-Space (RSSS) Models

(2013) Sy-Miin Chow et al.   PSYCHOMETRIKA

Group search algorithm recovers effective connectivity maps for individuals in homogeneous and heterogeneous samples

(2012) Kathleen M. Gates et al.   NEUROIMAGE

OpenMx: An Open Source Extended Structural Equation Modeling Framework

(2011) Steven Boker et al.   PSYCHOMETRIKA

Equivalence and Differences Between Structural Equation Modeling and State-Space Modeling Techniques

(2010) Sy-Miin Chow et al.   STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL