{pdf download} Causal Analysis: Impact
Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R. Martin Huber
Causal-Analysis-Impact.pdf
ISBN: 9780262545914 | 336 pages | 9 Mb
- Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R
- Martin Huber
- Page: 336
- Format: pdf, ePub, fb2, mobi
- ISBN: 9780262545914
- Publisher: MIT Press
Ebook free download for mobile Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R 9780262545914 in English by Martin Huber
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
Impact Evaluation and Causal Machine Learning with
Mathematical Analysis
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Impact Evaluation and Causal Machine Learning with
The bestselling new and future releases in Econometrics
Causal Analysis based on Machine Learning in R
Impact Evaluation and Causal Machine Learning with
Impact Evaluation and Causal Machine Learning with
Martin Huber
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