Sacha Epskamp
Joining datasets in R using dplyr
Data wrangling in R using tidyr
Data visualization in R using ggplot2
Categorical predictors in GLMs: dummy encoding, effect encoding, and contrasts
Significance Testing in Multiple Regression Models
Multiple Regression & Interaction Effects
Short introduction to R
Regression, sums of squares and F-tests
Longitudinal Network Modeling in Clinical Psychology: Part 3 - Within- and between person designs
Longitudinal Network Modeling in Clinical Psychology: Part 4 - Examples of Longitudinal Networks
Longitudinal Network Modeling in Clinical Psychology: Part 1 - Introduction and background
Longitudinal Network Modeling in Clinical Psychology: Part 2 - Personalized Network Modeling
6 basic tips for R programming and development
Network Psychometrics - ITC Colloquim 2021
SEM1: Homogeneity testing
SEM1: Measurement Invariance
SEM 1: Multi-group modeling
SEM 1: Latent Growth Modeling
SEM 1: Introduction to measurement invariance
SEM 1 - Fit measures
SEM software overview: psychonetrics, lavaan, OpenMx/umx, Jasp, Onyx and Mplus
SEM 1: Fitting CFA models
Introduction to the SEM virtual classroom
Undirected Network Models (7) - Network Estimation using Psychonetrics
Model Selection (3) - LASSO Regularization
Undirected Network Models (4) - The Gaussian graphical model (partial correlation networks)
Undirected Network Models (5) - Estimating saturated network models
Undirected Network Models (9) - Common problems: Non-normal data, missing data & Sample size
Undirected Network Models (8) - Network Estimation using BGGM
Model Selection (1) - Introduction to Model Selection