Machine Learning for Experiments in the Social Sciences

ISBN-13: 9781009168229 / Miękka / 2023 / 75 str.

Mark Harmon White II (YouGov America) White II

Opis

This Element provides theoretical and practical introductions to machine learning for social scientists in applying it to experimental data.

Spis treści

1. Introduction; 2. Causal Inference; 3. Exploratory and Reproducible Research; 4. Machine Learning Basics; 5. Bringing it Together; 6. Prediction Rule Ensembles; 7. Causal Random Forest; 8. Conclusion; References.