The DOI matches its Crossref record; 7 of the 7 references it cites were found in a registry or an index.
Missing Data Analysis Using Multiple Imputation: Getting to the Heart of the Matter
Open accessAbstract
Missing data are a pervasive problem in health investigations. We describe some background of missing data analysis and criticize ad hoc methods that are prone to serious problems. We then focus on multiple imputation, in which missing cases are first filled in by several sets of plausible values to create multiple completed datasets, then standard complete-data procedures are applied to each completed dataset, and finally the multiple sets of results are combined to yield a single inference. We introduce the basic concepts and general methodology and provide some guidance for application. For illustration, we use a study assessing the effect of cardiovascular diseases on hospice discussion for late stage lung cancer patients.
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Cites
Gelman, A., Carlin, J. B., Stern, H. S., & Rubin, D. B. (2003) · doi:10.1201/9780429258480 · Cited by 27,276
Multiple Imputation for Nonresponse in Surveys
Rubin, D. B. (1987) · Wiley Series in Probability and Statistics · doi:10.1002/9780470316696 · Cited by 20,701
Statistical Analysis with Missing Data
Little, R. J. A., & Rubin, D. B. (2002) · Wiley Series in Probability and Statistics · doi:10.1002/9781119013563 · Cited by 8,473
Analysis of Incomplete Multivariate Data
Schafer, J. L. (1997) · doi:10.1201/9781439821862 · Cited by 6,012
Multiple imputation after 18+ years
Rubin, D. B. (1996) · Journal of the American Statistical Association · doi:10.1080/01621459.1996.10476908 · Cited by 4,072
Schafer, J. L. (1999) · Statistical Methods in Medical Research · doi:10.1177/096228029900800102 · Cited by 3,949
Multiple imputation of discrete and continuous data by fully conditional specification
van Buuren, S. (2007) · Statistical Methods in Medical Research · doi:10.1177/0962280206074463 · Cited by 2,827
Cited by
Patients’ expectations about effects of chemotherapy for advanced cancer
Weeks, J. C., Catalano, P. J., Cronin, A., Finkelman, M. D., Mack, J. W., Keating, N. L., & Schrag, D. (2012) · New England Journal of Medicine · doi:10.1056/nejmoa1204410 · Cited by 1,149
Perkins, G. D., Jacobs, I. G., Nadkarni, V. M., Berg, R. A., Bhanji, F., Biarent, D., Bossaert, L. L., Brett, S. J., Chamberlain, D., de Caen, A. R., et al. (2015) · Resuscitation · doi:10.1016/j.resuscitation.2014.11.002 · Cited by 726
Mack, J. W., Cronin, A., Keating, N. L., Taback, N., Huskamp, H. A., Malin, J. L., Earle, C. C., & Weeks, J. C. (2012) · Journal of Clinical Oncology · doi:10.1200/jco.2012.43.6055 · Cited by 560
Trajectory of Cognitive Decline After Incident Stroke
Levine, D. A., Galecki, A. T., Langa, K. M., Unverzagt, F. W., Kabeto, M. U., Giordani, B., & Wadley, V. G. (2015) · JAMA · doi:10.1001/jama.2015.6968 · Cited by 497
Webb-Robertson, B.-J. M., Wiberg, H. K., Matzke, M. M., Brown, J. N., Wang, J., McDermott, J. E., Smith, R. D., Rodland, K. D., Metz, T. O., Pounds, J. G., et al. (2015) · Journal of Proteome Research · doi:10.1021/pr501138h · Cited by 294
Allen, J. K., Dennison-Himmelfarb, C. R., Szanton, S. L., Bone, L., Hill, M. N., Levine, D. M., West, M., Barlow, A., Lewis-Boyer, L., Donnelly-Strozzo, M., et al. (2011) · Circulation Cardiovascular Quality and Outcomes · doi:10.1161/circoutcomes.111.961573 · Cited by 187
Hansen, C. M., Kragholm, K., Granger, C. B., Pearson, D. A., Tyson, C., Monk, L., Corbett, C., Nelson, R. D., Dupre, M. E., Fosbøl, E. L., et al. (2015) · Resuscitation · doi:10.1016/j.resuscitation.2015.09.002 · Cited by 125
Comparative methods for handling missing data in large databases
Henry, A. J., Hevelone, N. D., Lipsitz, S., & Nguyen, L. L. (2013) · Journal of Vascular Surgery · doi:10.1016/j.jvs.2013.05.008 · Cited by 114
Nishiyama, C., Brown, S. P., May, S., Iwami, T., Koster, R. W., Beesems, S. G., Kuisma, M., Salo, A., Jacobs, I., Finn, J., et al. (2014) · Resuscitation · doi:10.1016/j.resuscitation.2014.06.031 · Cited by 85
Forke, C. M., Myers, R. K., Fein, J. A., Catallozzi, M., Localio, A. R., Wiebe, D. J., & Grisso, J. A. (2018) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2018.07.031 · Cited by 74
Nathan, A. S., Geng, Z., Dayoub, E. J., Khatana, S. A. M., Eberly, L. A., Kobayashi, T., Pugliese, S. C., Adusumalli, S., Giri, J., & Groeneveld, P. W. (2019) · Circulation: Cardiovascular Quality and Outcomes · doi:10.1161/circoutcomes.119.005600 · Cited by 67
Metadata
- Authors
- He, Y.
- Venue
- Circulation: Cardiovascular Quality and Outcomes
- Published
- 2010-01
- Volume
- 3
- Issue
- 1
- Pages
- 98-105
- ISSN
- 1941-7705 (ISSN-L)
- 1941-7713
- OpenAlex
- W2138575316
- Cited by
- 258
- References
- 7
- FWCI
- 10.77
- Type
- journal article
- Language
- en
- Open access
- green
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Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.
