Handbook of Matching and Weighting Adjustments for Causal Inference
Handbook of Matching and Weighting Adjustments for Causal Inference
English | 2023 | ISBN: 0367609525 | 634 Pages | PDF (True) | 22 MB
English | 2023 | ISBN: 0367609525 | 634 Pages | PDF (True) | 22 MB
An observational study infers the effects caused by a treatment, policy, program, intervention, or exposure in a context in which randomized experimentation is unethical or impractical. One task in an observational study is to adjust for visible pretreatment differences between the treated and control groups. Multivariate matching and weighting are two modern forms of adjustment. This handbook provides a comprehensive survey of the most recent methods of adjustment by matching, weighting, machine learning and their combinations. Three additional chapters introduce the steps from association to causation that follow after adjustments are complete.