Foundations of Agnostic Statistics

ISBN-13: 9781316631140 / Angielski / Miękka / 2019 / 314 str.

Peter M. Aronow; Benjamin T. Miller

Opis

Provides an introduction to modern statistical theory for social and health scientists while invoking minimal modeling assumptions.

Spis treści

Introduction; Part I. Probability: 1. Probability theory; 2. Summarizing distributions; Part II. Statistics: 3. Learning from random samples; 4. Regression; 5. Parametric models; Part III. Identification: 6. Missing data; 7. Causal inference.