Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R. Martin Huber, Martin Huber

Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R


Causal-Analysis-Impact.pdf
ISBN: 9780262545914 | 336 pages | 9 Mb

Download PDF




  • Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R
  • Martin Huber, Martin Huber
  • Page: 336
  • Format: pdf, ePub, fb2, mobi
  • ISBN: 9780262545914
  • Publisher: MIT Press
Download Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R


Ebook pdf download portugues Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R

Overview

A comprehensive and cutting-edge introduction to quantitative methods of causal analysis, including new trends in machine learning. Reasoning about cause and effect—the consequence of doing one thing versus another—is an integral part of our lives as human beings. In an increasingly digital and data-driven economy, the importance of sophisticated causal analysis only deepens. Presenting the most important quantitative methods for evaluating causal effects, this textbook provides graduate students and researchers with a clear and comprehensive introduction to the causal analysis of empirical data. Martin Huber’s accessible approach highlights the intuition and motivation behind various methods while also providing formal discussions of key concepts using statistical notation. Causal Analysis covers several methodological developments not covered in other texts, including new trends in machine learning, the evaluation of interaction or interference effects, and recent research designs such as bunching or kink designs. Most complete and cutting-edge introduction to causal analysis, including causal machine learning Clean presentation of rigorous material avoids extraneous detail and emphasizes conceptual analogies over statistical notation Supplies a range of applications and practical examples using R



Other ebooks:
Download Pdf World War II: Infographics by Jean Lopez, Nicolas Aubin, Vincent Bernard, Nicolas Guillerat, Jonathan Fenby
Descargar ebook LA DOBLE VIDA DE LAS HADAS | Descarga Libros Gratis (PDF - EPUB)
[download pdf] The Hidden History of Code-Breaking: The Secret World of Cyphers, Uncrackable Codes, and Elusive Encryptions by Sinclair McKay, Sinclair McKay
Download PDF Chair: 500 Designs That Matter by Phaidon Editors