Handbook of Matching and Weighting Adjustments for Causal Inference

Handbook of Matching and Weighting Adjustments for Causal Inference
Author :
Publisher : CRC Press
Total Pages : 634
Release :
ISBN-10 : 9781000850819
ISBN-13 : 1000850811
Rating : 4/5 (811 Downloads)

Book Synopsis Handbook of Matching and Weighting Adjustments for Causal Inference by : José R. Zubizarreta

Download or read book Handbook of Matching and Weighting Adjustments for Causal Inference written by José R. Zubizarreta and published by CRC Press. This book was released on 2023-04-11 with total page 634 pages. Available in PDF, EPUB and Kindle. Book excerpt: An observational study infers the effects caused by a treatment, policy, program, intervention, or exposure in a context in which randomized experimentation is unethical or impractical. One task in an observational study is to adjust for visible pretreatment differences between the treated and control groups. Multivariate matching and weighting are two modern forms of adjustment. This handbook provides a comprehensive survey of the most recent methods of adjustment by matching, weighting, machine learning and their combinations. Three additional chapters introduce the steps from association to causation that follow after adjustments are complete. When used alone, matching and weighting do not use outcome information, so they are part of the design of an observational study. When used in conjunction with models for the outcome, matching and weighting may enhance the robustness of model-based adjustments. The book is for researchers in medicine, economics, public health, psychology, epidemiology, public program evaluation, and statistics who examine evidence of the effects on human beings of treatments, policies or exposures.


Handbook of Matching and Weighting Adjustments for Causal Inference Related Books

Handbook of Matching and Weighting Adjustments for Causal Inference
Language: en
Pages: 634
Authors: José R. Zubizarreta
Categories: Mathematics
Type: BOOK - Published: 2023-04-11 - Publisher: CRC Press

DOWNLOAD EBOOK

An observational study infers the effects caused by a treatment, policy, program, intervention, or exposure in a context in which randomized experimentation is
Handbook of Bayesian, Fiducial, and Frequentist Inference
Language: en
Pages: 421
Authors: James Berger
Categories: Mathematics
Type: BOOK - Published: 2024-02-26 - Publisher: CRC Press

DOWNLOAD EBOOK

The emergence of data science, in recent decades, has magnified the need for efficient methodology for analyzing data and highlighted the importance of statisti
Handbook of Sharing Confidential Data
Language: en
Pages: 342
Authors: Jörg Drechsler
Categories: Business & Economics
Type: BOOK - Published: 2024-10-09 - Publisher: CRC Press

DOWNLOAD EBOOK

Statistical agencies, research organizations, companies, and other data stewards that seek to share data with the public face a challenging dilemma. They need t
Handbook of Statistical Methods for Precision Medicine
Language: en
Pages: 482
Authors: Eric Laber
Categories: Mathematics
Type: BOOK - Published: 2024-10-23 - Publisher: CRC Press

DOWNLOAD EBOOK

The statistical study and development of analytic methodology for individualization of treatments is no longer in its infancy. Many methods of study design, est
Practical Handbook of Spatial Statistics
Language: en
Pages: 324
Authors: Sandra Arlinghaus
Categories: Mathematics
Type: BOOK - Published: 2020-08-26 - Publisher: CRC Press

DOWNLOAD EBOOK

The guidance and special techniques provided in this handbook will allow you to understand and use complex spatial statistical techniques. You will learn how to