Structural equation models

Latent growth modeling

Latent growth modeling is a statistical technique used in the structural equation modeling (SEM) framework to estimate growth trajectories. It is a longitudinal analysis technique to estimate growth over a period of time. It is widely used in the field of psychology, behavioral science, education and social science. It is also called latent growth curve analysis. The latent growth model was derived from theories of SEM. General purpose SEM software, such as OpenMx, lavaan (both open source packages based in R), , , LISREL, or among others may be used to estimate growth trajectories. (Wikipedia).

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Latent Growth Curve Modeling | Part 1

In the second installment of this video series, I will discuss the essential concepts in Growth Curve Modeling.

From playlist Growth Curve Models

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R - Latent Growth Models Lecture

Lecturer: Dr. Erin M. Buchanan Missouri State University Summer 2016 This video is a lecture that covers latent growth (curve) modeling - including the steps for random intercepts and slopes taken from the Beaujean SEM lavaan book. Lecture materials and assignment available at statistic

From playlist Structural Equation Modeling

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R - Latent Growth Models Lecture

Lecturer: Dr. Erin M. Buchanan Spring 2021 https://www.patreon.com/statisticsofdoom In this section, you will learn about latent growth models and how to analyze them in a similar fashion to multilevel models. You can learn more at: https://statisticsofdoom.com/page/structural-equation

From playlist Structural Equation Modeling 2020

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Latent Growth Curve Modeling | Part 2 | Structural Equation Modeling

In the second installment of this video series, I will discuss the essential concepts in Growth Curve Modeling within the Structural Equation Modeling framework.

From playlist Growth Curve Models

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R - Latent Growth (Curve) Example

Lecturer: Dr. Erin M. Buchanan Missouri State University Summer 2016 This video covers an example of how to perform a latent growth model with steps over intercepts, random intercepts, random slopes, slopes, covariance, and residuals. Lavaan and the growth() functions are used. Lecture

From playlist Structural Equation Modeling

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R - SEM - Latent (Growth) Curve Modeling Class Assignment

Recorded: Summer 2015 Lecturer: Dr. Erin M. Buchanan Packages needed: lavaan, semPlot Class assignment for structural equation modeling. Topic covers how program different types of latent curve models (linear only) including fit indices, random slopes and intercepts, and their interpretat

From playlist Structural Equation Modeling

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The Mathematics of Population Growth Using Linear Models

Introduce implicit and explicit population models and their notation. Solve guided problems involving population models and their applications.

From playlist Discrete Math

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Exponential Growth Models

Introduces notation and formulas for exponential growth models, with solutions to guided problems.

From playlist Discrete Math

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Structural Equation Modeling of Latent Growth Curves with AMOS

This video demonstrates Latent Growth Curve Modeling with AMOS. Useful links: Video 1: https://www.youtube.com/watch?v=ATdrC8KNp3I Video 2: https://www.youtube.com/watch?v=8UJkO8o7jZs Paper: https://www.tandfonline.com/doi/full/10.1080/01443410.2014.950946 To support the channel, I would

From playlist Structural Equation Modeling

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R - Terminology Lecture

Lecturer: Dr. Erin M. Buchanan Fall 2020 https://www.patreon.com/statisticsofdoom This video is part of my structural equation modeling class - you will learn about SEM terminology, degrees of freedom, specification, and start to see some lavaan output. You can learn more at: https://

From playlist Structural Equation Modeling 2020

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AIUK: AI for science

This session showcases multidisciplinary research happening across labs in the UK, from the biosciences, through to chemistry and astrophysics with a Q&A at the end. --- The event took place via an online platform designed to bring a community together. The two interactive stages includ

From playlist AIUK 2021

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Statistical Rethinking 2023 - 15 - Social Networks

Course: https://github.com/rmcelreath/stat_rethinking_2023 Music: https://www.youtube.com/watch?v=0iVdR2rtD90 Pause: https://www.youtube.com/watch?v=a6QqkEsGxNY Outline 00:00 Introduction 02:25 Sample and causal model 12:18 Generative model 1 17:39 Statistical model 1 27:42 Pause 28:18 G

From playlist Statistical Rethinking 2023

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Logistic Growth Function and Differential Equations

This calculus video tutorial explains the concept behind the logistic growth model function which describes the limits of population growth. This shows you how to derive the general solution or logistic growth formula starting from a differential equation which describes the population gr

From playlist New Precalculus Video Playlist

Related pages

Structural equation modeling | Growth curve (statistics) | Multilevel model | Logistic function | R (programming language) | Exponential growth | OpenMx | Generalised logistic function | Gompertz function