ArticleMultivariate behavioral research
Practical Tools and Guidelines for Exploring and Fitting Linear and Nonlinear Dynamical Systems Models.
Article in Multivariate behavioral research. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
10 citing papers in PubMed.
- Dynamic physiology-behavior association patterns in child welfare parents predict response to parenting intervention.Journal of consulting and clinical psychology · 2025Trial
- Discovering governing equations of biological systems through representation learning and sparse model discovery.NAR genomics and bioinformatics · 2025Article
- Dynamic regulatory processes among child welfare parents: Temporal associations between physiology and parenting behavior.Development and psychopathology · 2023Article
- Here one time, gone the next: Fluctuations in support received and provided predict changes in relationship satisfaction across the transition to parenthood.Journal of personality and social psychology · 2023Article
- Bayesian Forecasting with a Regime-Switching Zero-Inflated Multilevel Poisson Regression Model: An Application to Adolescent Alcohol Use with Spatial Covariates.Psychometrika · 2022Article
- On Standardized Measurement in Behavioral Science.Journal for person-oriented research · 2022Article
- Bridging the gap between complexity science and clinical practice by formalizing idiographic theories: a computational model of functional analysis.BMC medicine · 2020Article
- Multilevel Latent Differential Structural Equation Model with Short Time Series and Time-Varying Covariates: A Comparison of Frequentist and Bayesian Estimators.Multivariate behavioral researchArticle
- Fitting Bayesian Stochastic Differential Equation Models with Mixed Effects through a Filtering Approach.Multivariate behavioral researchArticle
- A Person- and Time-Varying Vector Autoregressive Model to Capture Interactive Infant-Mother Head Movement Dynamics.Multivariate behavioral researchArticle
Corrections and comments
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Authors and funding
1 author.
Funding
Abstract
A dynamical system is a system of variables that show some regularity in how they evolve over time. Change concepts described in most dynamical systems models are by no means novel to social and behavioral scientists, but most applications of dynamic modeling techniques in these disciplines are grounded on a narrow subset of-typically linear-theories of change. I provide practical guidelines, recommendations, and software code for exploring and fitting dynamical systems models with linear and nonlinear change functions in the context of four illustrative examples. Cautionary notes, challenges, and unresolved issues in utilizing these techniques are discussed.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.