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Causal Analysis

Causal Analysis

Impact Evaluation and Causal Machine Learning with Applications in R

by Martin Huber
Paperback
Publication Date: 01/08/2023

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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 causa! 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
ISBN:
9780262545914
9780262545914
Category:
Complex analysis
Format:
Paperback
Publication Date:
01-08-2023
Language:
English
Publisher:
MIT Press
Country of origin:
United States
Dimensions (mm):
229x179x21mm
Weight:
0.62kg

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