Comparing multiple imputation methods for systematically missing subject-level data

2015 ◽  
Vol 8 (2) ◽  
pp. 136-148 ◽  
Author(s):  
David Kline ◽  
Rebecca Andridge ◽  
Eloise Kaizar
Keyword(s):  
Multiple Imputation ◽  
Imputation Methods ◽  
Level Data

Multiple Imputation Methods

2014 ◽  
Author(s):  
John Barnard ◽  
Donald B. Rubin ◽  
Nathaniel Schenker
Keyword(s):  
Multiple Imputation ◽  
Imputation Methods

A toolkit in SAS for the evaluation of multiple imputation methods

2003 ◽  
Vol 57 (1) ◽  
pp. 36-45 ◽  
Author(s):  
Jaap P.L. Brand ◽  
Stef Buuren ◽  
Karin Groothuis-Oudshoorn ◽  
Edzard S. Gelsema
Keyword(s):  
Multiple Imputation ◽  
Imputation Methods

scholarly journals Direct Payments, Cash Rents, Land Values, and the Effects of Imputation in U.S. Farm-level Data

2014 ◽  
Vol 43 (3) ◽  
pp. 451-470
Author(s):  
Michael W. Robbins ◽  
T. Kirk White
Keyword(s):  
Resource Management ◽  
Direct Payment ◽  
Land Values ◽  
Land Value ◽  
Wide Scope ◽  
Imputation Methods ◽  
Level Data ◽  
Direct Payments ◽  
Direct Government ◽  
Sequential Regression

Research using the Agricultural Resource Management Survey (ARMS) and other data shows that direct government payments to farmers increase rents and the price of land. However, some ARMS data is imputed and does not account for relationships between payments and other variables. We investigate various imputation methods and benefits gained from a method with a wide scope rather than a parsimonious range of variables. Using our method, we estimate that an additional dollar of direct payment increases land value about $2.69 more per acre than ARMS imputation methods and that our imputations (using an exhaustive iterative sequential regression) outperform other methods and/or smaller models.

Multiple imputation methods for inference on cumulative incidence with missing cause of failure

2011 ◽  
Vol 53 (6) ◽  
pp. 974-993 ◽  
Author(s):  
Minjung Lee ◽  
Kathleen A. Cronin ◽  
Mitchell H. Gail ◽  
James J. Dignam ◽  
Eric J. Feuer
Keyword(s):  
Multiple Imputation ◽  
Cumulative Incidence ◽  
Imputation Methods ◽  
Cause Of Failure ◽  
Missing Cause Of Failure

A practical comparison of single and multiple imputation methods to handle complex missing data in air quality datasets

2014 ◽  
Vol 134 ◽  
pp. 23-33 ◽  
Author(s):  
M.P. Gómez-Carracedo ◽  
J.M. Andrade ◽  
P. López-Mahía ◽  
S. Muniategui ◽  
D. Prada
Keyword(s):  
Air Quality ◽  
Missing Data ◽  
Multiple Imputation ◽  
Imputation Methods

scholarly journals A Comparison of Multiple Imputation Methods for Data with Missing Values

2017 ◽  
Vol 10 (19) ◽  
pp. 1-7 ◽  
Author(s):  
Geeta Chhabra ◽  
Vasudha Vashisht ◽  
Jayanthi Ranjan ◽  
◽  
◽  
...  
Keyword(s):  
Multiple Imputation ◽  
Missing Values ◽  
Imputation Methods
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