764
Views
22
CrossRef citations to date
0
Altmetric
Clustering, Matching, and Prediction

Building Representative Matched Samples With Multi-Valued Treatments in Large Observational Studies

, &
Pages 744-757 | Received 11 Jul 2019, Accepted 30 Mar 2020, Published online: 22 May 2020

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (1)

Ruoqi Yu & Paul R. Rosenbaum. (2022) Graded Matching for Large Observational Studies. Journal of Computational and Graphical Statistics 31:4, pages 1406-1415.
Read now

Articles from other publishers (21)

Bo Zhang. (2023) Efficient algorithms for building representative matched pairs with enhanced generalizability. Biometrics.
Crossref
Siyu Heng, Bo Zhang, Xu Han, Scott A Lorch & Dylan S Small. (2023) Instrumental variables: to strengthen or not to strengthen?. Journal of the Royal Statistical Society Series A: Statistics in Society.
Crossref
Nicole E. Pashley & Marie‐Abèle C. Bind. (2022) Causal inference for multiple treatments using fractional factorial designs. Canadian Journal of Statistics 51:2, pages 444-468.
Crossref
Ruochen Zhao & Bo Lu. (2023) Flexible template matching for observational study design. Statistics in Medicine 42:11, pages 1760-1778.
Crossref
Katherine Brumberg, Darcy E Ellis, Dylan S Small, Sean Hennessy & Paul R Rosenbaum. (2023) Using natural strata when examining unmeasured biases in an observational study of neurological side effects of antibiotics. Journal of the Royal Statistical Society Series C: Applied Statistics 72:2, pages 314-329.
Crossref
Irina DegtiarSherri Rose. (2023) A Review of Generalizability and Transportability. Annual Review of Statistics and Its Application 10:1, pages 501-524.
Crossref
Yang Zhao & Qing Liu. (2023) Causal ML: Python package for causal inference machine learning. SoftwareX 21, pages 101294.
Crossref
Rui Chen, Guanhua Chen & Menggang Yu. (2023) Entropy balancing for causal generalization with target sample summary information. Biometrics.
Crossref
Alex Warren, Mikel A. McKie, Sofía S. Villar, Luigi Camporota & Alain Vuylsteke. (2022) Effect of Hypoxemia on Outcome in Respiratory Failure Supported With Extracorporeal Membrane Oxygenation: A Cardinality Matched Cohort Study. ASAIO Journal 68:12, pages e235-e242.
Crossref
Honghe Zhao & Shu Yang. (2022) Outcome-adjusted balance measure for generalized propensity score model selection. Journal of Statistical Planning and Inference 221, pages 188-200.
Crossref
Joseph T. Patterson, Nathan N. O’Hara, Daniel O. Scharfstein, Renan C. Castillo, Robert V. O’Toole, Reza Firoozabadi, Christopher M. McAndrew, Michael J. Gardner, Anna N. Miller, Amanda Spraggs-Hughes, Patrick M. Osborn, Jessica C. Rivera, Clinton K. Murray, Joseph E. Kimmel, Michael J. Bosse, Joseph R. Hsu, Madhav A. Karunakar, Rachel B. Seymour, Stephen H. Sims, Christine Churchill, Rachel M. Reilly, Robert D. Zura, Cameron Howes, Michael J. Weaver, Emily A. Wagstrom, Jerald R. Westberg, Todd O. McKinley, Greg E. Gaski, Laurence B. Kempton, Roman M. Natoli, Anthony T. Sorkin, Walter W. Virkus, Lauren Hill, Robert A. Hymes, A. Stephen Malekzadeh, Jeff E. Schulman, Lolita Ramsey, Jaslynn A. N. Cuff, Sharon Haaser, Olivia C. Lee, Peter C. Krause, Cara J. Rowe, Massimo “Max” Morandi, Joshua L. Gary, Sterling J. Boutte, Heather A. Vallier, Mary A. Breslin, H. Michel Frisch, Adam M. Kaufman, Thomas M. Large, C. Michael LeCroy, C. D. R. Christopher S. Smith, Colin V. Crickard, Thuan V. Ly, Elizabeth Sheridan, Clifford B. Jones, Debra L. Sietsema, J. Spence Reid, Andrea Horne, Christopher T. LeBrun, Jason W. Nascone, Marcus F. Sciadini, Gerard Slobogean, Yasmin Degani, Andrea L. Howe, Joshua Rudnicki, Roman A. Hayda, Andrew R. Evans, Julius A. Bishop, Stanislaw P. Stawicki, Chinenye O. Nwachuku, Thomas R. Wojda, Hassan R. Mir, Saqib Rehman, Joanne M. Donnelly, Cyrus Caroom, Mark Jenkins, Patrick F. Bergin, Eldrin Bhanat, Clay A. Spitler, David Teague, William Ertl, Gele B. Moloney, John C. Weinlein, Boris A. Zelle, Animesh Agarwal, Ravi A. Karia, Ashoke K. Sathy, Medardo R. Maroto, Drew Sanders, Thomas F. Higgins, Justin M. Haller, Lucas S. Marchand, David L. Rothberg, David B. Weiss, Seth R. Yarboro, Eric D. McVey, Gerald J. Lang, Paul S. Whiting, Alexander B. Siy, William T. Obremskey, Basem Attum, Robert H. Boyce, Eduardo J. Burgos, Alex Jahangir, Andres Rodriguez-Buitrago, Manish K. Sethi, Karen M. Trochez, Eben A. Carroll, Anna N. Miller, James Brett Goodman, Martha B. Holden, Anthony R. Carlini, Susan Collins, Yanjie Huang, Tara J. Taylor & Mary Zadnik. (2022) Do superficial infections increase the risk of deep infections in tibial plateau and plafond fractures?. European Journal of Orthopaedic Surgery & Traumatology.
Crossref
Katherine Brumberg, Dylan S. Small & Paul R. Rosenbaum. (2022) Using Randomized Rounding of Linear Programs to Obtain Unweighted Natural Strata that Balance Many Covariates. Journal of the Royal Statistical Society Series A: Statistics in Society 185:4, pages 1931-1951.
Crossref
Eric R. Cohn & José R. Zubizarreta. (2022) Profile Matching for the Generalization and Personalization of Causal Inferences. Epidemiology 33:5, pages 678-688.
Crossref
Dimitris Bertsimas, Alison Rose Ann Borenstein, Antonin Dauvin & Agni Orfanoudaki. (2021) Ensemble machine learning for personalized antihypertensive treatment. Naval Research Logistics (NRL) 69:5, pages 669-688.
Crossref
Owura Kuffuor, Giancarlo Visconti & Kayla M Young. (2022) Constructing generalizable geographic natural experiments. Research & Politics 9:3, pages 205316802211137.
Crossref
Dorit S. Hochbaum, Asaf Levin & Xu Rao. (2022) Algorithms and Complexities of Matching Variants in Covariate Balancing. Operations Research.
Crossref
Giovanni Nattino, Chi Song & Bo Lu. (2022) Polymatching algorithm in observational studies with multiple treatment groups. Computational Statistics & Data Analysis 167, pages 107364.
Crossref
Miguel Carreras, Sofia Vera & Giancarlo Visconti. (2022) Who Does the Caring? Gender Disparities in COVID-19 Attitudes and Behaviors. Politics & Gender, pages 1-29.
Crossref
Bijan A. Niknam & Jose R. Zubizarreta. (2022) Using Cardinality Matching to Design Balanced and Representative Samples for Observational Studies. JAMA 327:2, pages 173.
Crossref
Fredrik Sävje, Michael J. Higgins & Jasjeet S. Sekhon. (2020) Generalized Full Matching. Political Analysis 29:4, pages 423-447.
Crossref
Dimitris Bertsimas, Alison Borenstein, Luca Mingardi, Omid Nohadani, Agni Orfanoudaki, Bartolomeo Stellato, Holly Wiberg, Pankaj Sarin, Dirk J. Varelmann, Vicente Estrada, Carlos Macaya & Iván J. Núñez Gil. (2021) Personalized prescription of ACEI/ARBs for hypertensive COVID-19 patients. Health Care Management Science 24:2, pages 339-355.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.