General:
Book:Name: Ding P A First Course in Causal Inference 2024
Format: pdf
Size: 4.75 MB
Description:Title: A First Course in Causal Inference
Author: Peng Ding
Language: polski
Year: 2024
Subjects: Science & Technology, Mathematics, Probability Theory, Statistics
Publisher: CRC Press
ISBN: 9781032758626
Total pages: 448
Download from RapidGatorThe past decade has witnessed an explosion of interest in research and education in causal inference, due to its wide applications in biomedical research, social sciences, artificial intelligence etc. This textbook, based on the author's course on causal inference at UC Berkeley taught over the past seven years, only requires basic knowledge of probability theory, statistical inference, and linear and logistic regressions. It assumes minimal knowledge of causal inference, and reviews basic probability and statistics in the appendix. It covers causal inference from a statistical perspective and includes examples and applications from biostatistics and econometrics. Key Features:This book is suitable for an advanced undergraduate or graduate-level course on causal inference, or postgraduate and PhD-level course in statistics and biostatistics departments.
- All R code and data sets available at Harvard Dataverse.
- Solutions manual available for instructors.
- Includes over 100 exercises.
https://rapidgator.net/file/30448d85d91 ... s5g161.pdf