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Handbook of matching and weighting adjustments for causal inference / edited by José Zubizarreta, Elizabeth A. Stuart, Dylan S. Small, Paul R. Rosenbaum.
- Format:
- Book
- Series:
- Chapman & Hall/CRC handbooks of modern statistical methods
- Handbooks of modern statistical methods
- Language:
- English
- Subjects (All):
- Sampling (Statistics)--Handbooks, manuals, etc.
- Sampling (Statistics).
- Research--Statistical methods--Handbooks, manuals, etc.
- Research.
- Physical Description:
- 1 online resource (xi, 621 pages) : illustrations (some colors).
- Place of Publication:
- Boca Raton, FL : CRC Press, 2023.
- Contents:
- Overview of methods for adjustment
- The propensity score
- Generalization and transportation
- Optimization techniques in multivariate matching
- Full matching
- Fine balance
- Matching with instrumental variables
- Matching in discontinuity designs
- Risk set matching and isolation
- Multilevel matching
- Matching to study effect modification
- Nonbipartite matching
- Large scale network matching
- Overlap weights
- Covariate balancing propensity score
- Balancing weights
- Principal scores
- Incremental interventions
- Matching and weighting adjustments for mediation analysis
- Bayesian Additive Regression Trees
- Treatment effect heterogeneity
- Targeted learning
- Bayesian propensity score methods
- Being a good critic of an observational study
- Sensitivity analysis
- Evidence factors.
- Notes:
- Includes bibliographical references and index.
- Electronic reproduction. London Available via World Wide Web.
- Description based on online resource; title from digital title page (viewed on May 16, 2023).
- Local Notes:
- Acquired for the Penn Libraries with assistance from the Lippincott Library Book Endowment Fund.
- Other Format:
- Print version: Handbook of matching and weighting adjustments for causal inference
- ISBN:
- 9781003102670
- 1003102670
- 9781000850819
- 1000850811
- 9781000850857
- 1000850854
- Publisher Number:
- 99994185813
- Access Restriction:
- Restricted for use by site license.
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