Causal Inference

Causal Inference
Author: Miquel A. Hernan
Publisher: CRC Press
Total Pages: 352
Release: 2019-07-07
Genre: Medical
ISBN: 9781420076165


Download Causal Inference Book in PDF, Epub and Kindle

The application of causal inference methods is growing exponentially in fields that deal with observational data. Written by pioneers in the field, this practical book presents an authoritative yet accessible overview of the methods and applications of causal inference. With a wide range of detailed, worked examples using real epidemiologic data as well as software for replicating the analyses, the text provides a thorough introduction to the basics of the theory for non-time-varying treatments and the generalization to complex longitudinal data.


Causal Inference
Language: en
Pages: 352
Authors: Miquel A. Hernan
Categories: Medical
Type: BOOK - Published: 2019-07-07 - Publisher: CRC Press

GET EBOOK

The application of causal inference methods is growing exponentially in fields that deal with observational data. Written by pioneers in the field, this practic
Causality
Language: en
Pages: 487
Authors: Judea Pearl
Categories: Computers
Type: BOOK - Published: 2009-09-14 - Publisher: Cambridge University Press

GET EBOOK

Causality offers the first comprehensive coverage of causal analysis in many sciences, including recent advances using graphical methods. Pearl presents a unifi
Causality and Causal Modelling in the Social Sciences
Language: en
Pages: 236
Authors: Federica Russo
Categories: Social Science
Type: BOOK - Published: 2008-09-18 - Publisher: Springer Science & Business Media

GET EBOOK

This investigation into causal modelling presents the rationale of causality, i.e. the notion that guides causal reasoning in causal modelling. It is argued tha
Elements of Causal Inference
Language: en
Pages: 289
Authors: Jonas Peters
Categories: Computers
Type: BOOK - Published: 2017-11-29 - Publisher: MIT Press

GET EBOOK

A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning. The mathematization of causality is
Actual Causality
Language: en
Pages: 240
Authors: Joseph Y. Halpern
Categories: Computers
Type: BOOK - Published: 2016-08-12 - Publisher: MIT Press

GET EBOOK

Explores actual causality, and such related notions as degree of responsibility, degree of blame, and causal explanation. The goal is to arrive at a definition