Variability in Function Learning Project

Analyses

Modeling Empircal Data

HTW Hybrid Models

pacman::p_load(dplyr,purrr,tidyr,ggplot2, data.table, here, patchwork, conflicted, 
               stringr,future,furrr, knitr, reactable, flextable,ggstance, htmltools,…

Thomas Gorman

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HTW Model

HTW Model e1

In project 1, I applied model-based techniques to quantify and control for the similarity between training and testing experience, which in turn enabled us to account for…

Thomas Gorman

March 27 2024

HTW Model e2

HTW Model e3

HTW Modeling

The modeling goal is to implement a full process model capable of both 1) producing novel responses and 2) modeling behavior in both the learning and testing stages of the…

Thomas Gorman

Simulations

ALM Learning

Simulation

ALM

R

generate data that follows an exponetial decay function of error over trials, inspect ability of model to fit that data.

January 09 2024

Benchmarking

Simulation

ALM

R

tidybayes preds = 169.94 predict.brmsfit = 10.27

January 09 2024

EXAM Group Fits

In project 1, I applied model-based techniques to quantify and control for the similarity between training and testing experience, which in turn enabled us to account for…

March 27 2024

General Simulations

Red dots are training points - gray lines are individual simulations, black line is average of simulations

January 09 2024

Parameter Recovery Simulations

Assessing the parameter recovery of ALM and EXAM on synthetic data.

January 09 2024

Simulating DeLosh 1997

\[ a_i(X)=\exp \left|-\gamma \cdot\left[X-X_i\right]^2\right| \]

May 20 2024

Misc

ALM Shiny App Code

You can play with the embedded version of the app below, or go to direct link

January 09 2024

HTW Task

Task

js

Experimental Task for the HTW Project. Programmed in Javascript, and making use of phaser.js.

Thomas Gorman

January 09 2024

Mermaid with R + consort

Model Visualization

#lapply(c('tidyverse','data.table','igraph','ggraph','kableExtra'),library,character.only=TRUE))
pacman::p_load(tidyverse,data.table,igraph,ggraph,kableExtra,DiagrammeR,…

January 09 2024

OJS ALM

OJS data exploration

pacman::p_load(tidyverse,here)

d <- readRDS(here("data/dPrune-01-19-23.rds"))

# Prepare the data for analysis
dtest <- d %>%
    filter(expMode %in% c("test-Nf", "test…