Causal Analysis

Name: Causal Analysis
Brand: MIT Press Ltd
SKU: 9780262545914
Price: 368.05 RON
Availability: InStock

Impact Evaluation and Causal Machine Learning with Applications in R

Autor: Martin Huber

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Legare: Carte broșată

Editura: MIT Press Ltd

Disponibilitate: În depozitul extern

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368.05 lei

A comprehensive and cutting-edge introduction to quantitative methods of causal analysis, including...

Informații despre carte

Autor

Martin Huber

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2023

Pagini

336

EAN

9780262545914

Enbook ID

43194560

Editura

MIT Press Ltd

Greutate

628

Dimensiuni

178 x 229

Descriere completă

A comprehensive and cutting-edge introduction to quantitative methods of causal analysis, including new trends in machine learning.

Reasoning about cause and effectthe consequence of doing one thing versus anotheris 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 Hubers 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

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Causal Analysis

Impact Evaluation and Causal Machine Learning with Applications in R

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