Causal Inference (The MIT Press Essential Knowledge series)

数学、统计

Causal Inference (The MIT Press Essential Knowledge series)

by: Paul R. Rosenbaum (Author)

Publisher: MIT Press

Publication Date: 4 April 2023

Language: English

Print Length: 232 pages

ISBN-10: 0262545195

ISBN-13: 9780262545198

Book Description

A nontechnical guide to the basic ideas of mode causal inference, with illustrations from health, the economy, and public policy.Which of two antiviral drugs does the most to save people infected with Ebola virus? Does a daily glass of wine prolong or shorten life? Does winning the lottery make you more or less likely to go bankrupt? How do you identify genes that cause disease? Do unions raise wages? Do some antibiotics have lethal side effects? Does the Eaed Income Tax Credit help people enter the workforce? Causal Inference provides a brief and nontechnical introduction to randomized experiments, propensity scores, natural experiments, instrumental variables, sensitivity analysis, and quasi-experimental devices. Ideas are illustrated with examples from medicine, epidemiology, economics and business, the social sciences, and public policy.

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