These tools will no longer be maintained as of December 31, 2024. Archived website can be found here. PubMed4Hh GitHub repository can be found here. Contact NLM Customer Service if you have questions.
23. Missing data in a multi-item instrument were best handled by multiple imputation at the item score level. Eekhout I, de Vet HC, Twisk JW, Brand JP, de Boer MR, Heymans MW. J Clin Epidemiol; 2014 Mar; 67(3):335-42. PubMed ID: 24291505 [Abstract] [Full Text] [Related]
24. Generative adversarial networks for imputing missing data for big data clinical research. Dong W, Fong DYT, Yoon JS, Wan EYF, Bedford LE, Tang EHM, Lam CLK. BMC Med Res Methodol; 2021 Apr 20; 21(1):78. PubMed ID: 33879090 [Abstract] [Full Text] [Related]
25. Real-time imputation of missing predictor values improved the application of prediction models in daily practice. Nijman SWJ, Groenhof TKJ, Hoogland J, Bots ML, Brandjes M, Jacobs JJL, Asselbergs FW, Moons KGM, Debray TPA. J Clin Epidemiol; 2021 Jun 20; 134():22-34. PubMed ID: 33482294 [Abstract] [Full Text] [Related]
26. Multiple imputation for handling missing outcome data when estimating the relative risk. Sullivan TR, Lee KJ, Ryan P, Salter AB. BMC Med Res Methodol; 2017 Sep 06; 17(1):134. PubMed ID: 28877666 [Abstract] [Full Text] [Related]
27. Reuse of imputed data in microarray analysis increases imputation efficiency. Kim KY, Kim BJ, Yi GS. BMC Bioinformatics; 2004 Oct 26; 5():160. PubMed ID: 15504240 [Abstract] [Full Text] [Related]
33. Review: a gentle introduction to imputation of missing values. Donders AR, van der Heijden GJ, Stijnen T, Moons KG. J Clin Epidemiol; 2006 Oct 26; 59(10):1087-91. PubMed ID: 16980149 [Abstract] [Full Text] [Related]
34. Multiple imputation of multiple multi-item scales when a full imputation model is infeasible. Plumpton CO, Morris T, Hughes DA, White IR. BMC Res Notes; 2016 Jan 26; 9():45. PubMed ID: 26809812 [Abstract] [Full Text] [Related]
36. NS-kNN: a modified k-nearest neighbors approach for imputing metabolomics data. Lee JY, Styczynski MP. Metabolomics; 2018 Nov 23; 14(12):153. PubMed ID: 30830437 [Abstract] [Full Text] [Related]
37. A Scoping Review of Item-Level Missing Data in Within-Trial Cost-Effectiveness Analysis. Ling X, Gabrio A, Mason A, Baio G. Value Health; 2022 Sep 23; 25(9):1654-1662. PubMed ID: 35341690 [Abstract] [Full Text] [Related]
39. The impact of imputation quality on machine learning classifiers for datasets with missing values. Shadbahr T, Roberts M, Stanczuk J, Gilbey J, Teare P, Dittmer S, Thorpe M, Torné RV, Sala E, Lió P, Patel M, Preller J, AIX-COVNET Collaboration, Rudd JHF, Mirtti T, Rannikko AS, Aston JAD, Tang J, Schönlieb CB. Commun Med (Lond); 2023 Oct 06; 3(1):139. PubMed ID: 37803172 [Abstract] [Full Text] [Related]