Causal Inference in Statistics, Social, and Biomedical by Guido W. Imbens,Donald B. Rubin PDF

By Guido W. Imbens,Donald B. Rubin

ISBN-10: 0521885884

ISBN-13: 9780521885881

such a lot questions in social and biomedical sciences are causal in nature: what may take place to members, or to teams, if a part of their setting have been replaced? during this groundbreaking textual content, world-renowned specialists current statistical tools for learning such questions. This ebook begins with the concept of capability results, each one equivalent to the result that might be learned if an issue have been uncovered to a specific therapy or regime. during this strategy, causal results are comparisons of such power results. the basic challenge of causal inference is that we will in basic terms detect one of many capability results for a selected topic. The authors talk about how randomized experiments let us verify causal results after which flip to observational reviews. They lay out the assumptions wanted for causal inference and describe the major research tools, together with matching, propensity-score tools, and instrumental variables. Many unique purposes are incorporated, with distinctive concentrate on functional elements for the empirical researcher.

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