Resources

Scripts de vídeos do YouTube

• Script do vídeo Diga adeus ao gráfico de pizza

Quatitative data analysis for linguists

Below are a few books and tutorials available on-line to study quantitative data analysis

In English:

• Guilherme Garcia’s tutorial Introduction to data analysis using R
• Sonderegger’s Regression modeling for linguistic data
• Roback & Legler’s Beyond Multiple Linear Regression
• Vasishth, Schad, Bürki & Kliegl’s Linear Mixed Models in Linguistics and Psychology: A Comprehensive Introduction
• James, Witten, Hastie & Tibshirani’s An Introduction to Statistical Learning with Applications in R
• Hastie & Tibshirani’s course In-depth introduction to machine learning
• [Bayes] Nicenboim, Schad & Vasishth’s An Introduction to Bayesian Data Analysis for Cognitive Science
• [Bayes] Johnson, Ott & Dogucu’s Bayes Rules! An Introduction to Bayesian Modeling with R
• [Bayes] Vasishth, Laurinavichyute & Lissón’s course Introduction to Bayesian data analysis
• [Bayes] Solomon Kurz’s Statistical rethinking with brms, ggplot2, and the tidyverse
• [Bayes] Solomon Kurz’s Doing Bayesian Data Analysis in brms and the tidyverse
• [Bayes] Richard McElreath’s course Statistical Rethinking: a Bayesian course

In Portuguese

• My own Análise Quantitativa de Dados em Linguística
• Introduction to Regression Models for Linguists (workshop 2020) by Ronaldo Lima Jr., Guilherme Garcia & Bernhard Angele
  • Playlist with the recordings of all sessions
  • Course material - slides, R scripts and datasets
• Lívia Oushiro’s Introdução à Estatística para Linguistas
• Mahayana Godoy’s Introdução à Estatística para Linguística
• Mahayana Godoy’s Introdução aos modelos lineares mistos para os estudos da linguagem